## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(48L, 47L, 50L, 43L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in ifelse(as.numeric(as.character(structure(c(44L, 48L, 49L, 45L, :
## NAs introduced by coercion
## Warning in Ops.factor(d_clean_4[, i], 4): '-' not meaningful for factors
## Warning in mutate_impl(.data, dots): NAs introduced by coercion
| did_not_finish | failed_catch_trial | did_not_provide_yob | too_young | TOTAL_excluded | TOTAL_participated | OVERALL_TOTAL |
|---|---|---|---|---|---|---|
| 14 | 19 | 15 | 0 | 48 | 405 | 453 |
| condition | n |
|---|---|
| beetle | 200 |
| robot | 205 |
| all | 405 |
| condition | min_duration | max_duration | median_duration | mean_duration | sd_duration |
|---|---|---|---|---|---|
| beetle | 0.77 | 119.12 | 2.77 | 3.92 | 8.50 |
| robot | 0.83 | 15.77 | 2.58 | 3.24 | 2.11 |
| all | 0.77 | 119.12 | 2.67 | 3.58 | 6.16 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
| condition | min_age | max_age | median_age | mean_age | sd_age |
|---|---|---|---|---|---|
| beetle | 19 | 70 | 31 | 34.24 | 10.64 |
| robot | 20 | 75 | 32 | 35.11 | 11.20 |
| all | 19 | 75 | 32 | 34.68 | 10.92 |
| condition | m | f | other |
|---|---|---|---|
| beetle | 119 | 81 | 0 |
| robot | 121 | 82 | 2 |
| all | 240 | 163 | 2 |
| condition | asian_east | asian_other | asian_south | black | hispanic | middle_eastern | multiracial | native_american | other_prefno | pac_islander | white |
|---|---|---|---|---|---|---|---|---|---|---|---|
| beetle | 20 | 0 | 6 | 8 | 9 | 1 | 11 | 1 | 1 | 1 | 142 |
| robot | 16 | 2 | 2 | 15 | 9 | 1 | 9 | 1 | 1 | 1 | 148 |
| all | 36 | 2 | 8 | 23 | 18 | 2 | 20 | 2 | 2 | 2 | 290 |
| condition | buddhism | christianity | hinduism | islam | judaism | multireligious | none | other | other_prefno |
|---|---|---|---|---|---|---|---|---|---|
| beetle | 3 | 81 | 2 | 2 | 4 | 0 | 101 | 3 | 4 |
| robot | 2 | 87 | 0 | 0 | 5 | 3 | 100 | 3 | 5 |
| all | 5 | 168 | 2 | 2 | 9 | 3 | 201 | 6 | 9 |
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d1_beetle, nfactors = nfactors_d1_beetle, rotate = "none",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.86 -0.10 0.75 0.249 1.0
## depressed 0.86 -0.31 0.84 0.157 1.3
## fear 0.69 0.32 0.58 0.419 1.4
## angry 0.79 -0.04 0.62 0.376 1.0
## calm 0.79 0.20 0.66 0.341 1.1
## sounds 0.38 0.58 0.47 0.525 1.7
## seeing 0.34 0.74 0.66 0.341 1.4
## temperature 0.40 0.70 0.65 0.350 1.6
## odors 0.41 0.57 0.50 0.500 1.8
## depth 0.50 0.40 0.41 0.590 1.9
## computations 0.63 -0.45 0.60 0.404 1.8
## thoughts 0.82 -0.07 0.68 0.320 1.0
## reasoning 0.84 -0.15 0.73 0.266 1.1
## remembering 0.67 0.24 0.51 0.490 1.2
## beliefs 0.76 -0.48 0.81 0.195 1.7
## hungry 0.38 0.78 0.76 0.237 1.5
## tired 0.66 0.41 0.60 0.403 1.7
## pain 0.54 0.61 0.67 0.326 2.0
## nauseated 0.82 0.05 0.68 0.322 1.0
## safe 0.70 0.23 0.54 0.458 1.2
## love 0.87 -0.27 0.82 0.178 1.2
## recognizing 0.76 -0.03 0.58 0.418 1.0
## communicating 0.61 0.20 0.42 0.584 1.2
## guilt 0.81 -0.47 0.88 0.119 1.6
## disrespected 0.81 -0.42 0.83 0.167 1.5
## free_will 0.68 0.17 0.49 0.512 1.1
## choices 0.67 0.36 0.58 0.419 1.5
## self_restraint 0.80 -0.19 0.68 0.323 1.1
## intentions 0.70 0.24 0.55 0.450 1.2
## goal 0.64 0.30 0.50 0.501 1.4
## conscious 0.73 0.16 0.56 0.437 1.1
## self_aware 0.75 0.00 0.56 0.438 1.0
## desires 0.73 0.14 0.56 0.444 1.1
## embarrassed 0.78 -0.55 0.91 0.091 1.8
## emo_recog 0.80 -0.42 0.83 0.174 1.5
## joy 0.88 -0.14 0.79 0.213 1.1
## morality 0.77 -0.38 0.74 0.262 1.5
## personality 0.82 -0.24 0.73 0.265 1.2
## pleasure 0.78 0.21 0.66 0.339 1.1
## pride 0.85 -0.40 0.88 0.120 1.4
##
## MR1 MR2
## SS loadings 20.64 5.64
## Proportion Var 0.52 0.14
## Cumulative Var 0.52 0.66
## Proportion Explained 0.79 0.21
## Cumulative Proportion 0.79 1.00
##
## Mean item complexity = 1.4
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 69.39 with Chi Square of 12824.86
## The degrees of freedom for the model are 701 and the objective function was 31.95
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.05
##
## The harmonic number of observations is 200 with the empirical chi square 612.68 with prob < 0.99
## The total number of observations was 200 with MLE Chi Square = 5862.79 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.519
## RMSEA index = 0.201 and the 90 % confidence intervals are 0.187 NA
## BIC = 2148.67
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 1 1
## Multiple R square of scores with factors 1 1
## Minimum correlation of possible factor scores 1 1
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Loading required namespace: GPArotation
## Warning in fac(r = r, nfactors = nfactors, n.obs = n.obs, rotate =
## rotate, : A Heywood case was detected. Examine the loadings carefully.
## Factor Analysis using method = minres
## Call: fa(r = d1_beetle, nfactors = nfactors_d1_beetle, rotate = "oblimin",
## fm = "minres", cor = "poly")
##
## Warning: A Heywood case was detected.
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.76 0.23 0.75 0.249 1.2
## depressed 0.91 0.02 0.84 0.157 1.0
## fear 0.34 0.58 0.58 0.419 1.6
## angry 0.66 0.27 0.62 0.376 1.3
## calm 0.50 0.50 0.66 0.341 2.0
## sounds -0.08 0.71 0.47 0.525 1.0
## seeing -0.22 0.85 0.66 0.341 1.1
## temperature -0.15 0.84 0.65 0.350 1.1
## odors -0.05 0.72 0.50 0.500 1.0
## depth 0.14 0.58 0.41 0.590 1.1
## computations 0.81 -0.20 0.60 0.404 1.1
## thoughts 0.71 0.25 0.68 0.320 1.2
## reasoning 0.78 0.18 0.73 0.266 1.1
## remembering 0.39 0.49 0.51 0.490 1.9
## beliefs 0.94 -0.18 0.81 0.195 1.1
## hungry -0.22 0.92 0.76 0.237 1.1
## tired 0.26 0.65 0.60 0.403 1.3
## pain 0.03 0.81 0.67 0.326 1.0
## nauseated 0.64 0.36 0.68 0.322 1.6
## safe 0.41 0.49 0.54 0.458 1.9
## love 0.88 0.07 0.82 0.178 1.0
## recognizing 0.64 0.26 0.58 0.418 1.3
## communicating 0.37 0.43 0.42 0.584 2.0
## guilt 0.98 -0.15 0.88 0.119 1.0
## disrespected 0.94 -0.11 0.83 0.167 1.0
## free_will 0.43 0.43 0.49 0.512 2.0
## choices 0.30 0.61 0.58 0.419 1.5
## self_restraint 0.78 0.12 0.68 0.323 1.1
## intentions 0.40 0.51 0.55 0.450 1.9
## goal 0.32 0.54 0.50 0.501 1.6
## conscious 0.49 0.44 0.56 0.437 2.0
## self_aware 0.61 0.29 0.56 0.438 1.4
## desires 0.50 0.42 0.56 0.444 1.9
## embarrassed 1.00 -0.24 0.91 0.091 1.1
## emo_recog 0.94 -0.11 0.83 0.174 1.0
## joy 0.81 0.19 0.79 0.213 1.1
## morality 0.88 -0.08 0.74 0.262 1.0
## personality 0.83 0.08 0.73 0.265 1.0
## pleasure 0.49 0.51 0.66 0.339 2.0
## pride 0.96 -0.07 0.88 0.120 1.0
##
## MR1 MR2
## SS loadings 16.98 9.30
## Proportion Var 0.42 0.23
## Cumulative Var 0.42 0.66
## Proportion Explained 0.65 0.35
## Cumulative Proportion 0.65 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.32
## MR2 0.32 1.00
##
## Mean item complexity = 1.3
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 69.39 with Chi Square of 12824.86
## The degrees of freedom for the model are 701 and the objective function was 31.95
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.05
##
## The harmonic number of observations is 200 with the empirical chi square 612.68 with prob < 0.99
## The total number of observations was 200 with MLE Chi Square = 5862.79 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.519
## RMSEA index = 0.201 and the 90 % confidence intervals are 0.187 NA
## BIC = 2148.67
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 1 1
## Multiple R square of scores with factors 1 1
## Minimum correlation of possible factor scores 1 1
| F1 | |
|---|---|
| embarrassed | 1.0020306 |
| guilt | 0.9756958 |
| pride | 0.9585644 |
| disrespected | 0.9411429 |
| beliefs | 0.9381816 |
| emo_recog | 0.9379207 |
| depressed | 0.9111360 |
| love | 0.8819231 |
| morality | 0.8808931 |
| personality | 0.8302287 |
| computations | 0.8119560 |
| joy | 0.8066930 |
| reasoning | 0.7847090 |
| self_restraint | 0.7753788 |
| happy | 0.7643661 |
| thoughts | 0.7127419 |
| angry | 0.6642971 |
| recognizing | 0.6378948 |
| nauseated | 0.6351466 |
| self_aware | 0.6084382 |
| calm | 0.5017369 |
| desires | 0.4969792 |
| pleasure | 0.4913029 |
| conscious | 0.4856901 |
| free_will | 0.4323001 |
| safe | 0.4101979 |
| intentions | 0.4028151 |
| remembering | 0.3865968 |
| communicating | 0.3661612 |
| fear | 0.3431680 |
| goal | 0.3180000 |
| choices | 0.3015613 |
| tired | 0.2552377 |
| depth | 0.1370655 |
| pain | 0.0272150 |
| odors | -0.0512998 |
| sounds | -0.0831009 |
| temperature | -0.1504020 |
| hungry | -0.2174591 |
| seeing | -0.2201802 |
| F2 | |
|---|---|
| hungry | 0.9182565 |
| seeing | 0.8545007 |
| temperature | 0.8415400 |
| pain | 0.8117742 |
| odors | 0.7214288 |
| sounds | 0.7108432 |
| tired | 0.6524259 |
| choices | 0.6103512 |
| depth | 0.5833357 |
| fear | 0.5803580 |
| goal | 0.5378434 |
| pleasure | 0.5100210 |
| intentions | 0.5073046 |
| calm | 0.4981085 |
| safe | 0.4941841 |
| remembering | 0.4894506 |
| conscious | 0.4374112 |
| free_will | 0.4283789 |
| communicating | 0.4267743 |
| desires | 0.4200526 |
| nauseated | 0.3592218 |
| self_aware | 0.2853111 |
| angry | 0.2652646 |
| recognizing | 0.2623749 |
| thoughts | 0.2454170 |
| happy | 0.2314483 |
| joy | 0.1927156 |
| reasoning | 0.1755708 |
| self_restraint | 0.1230272 |
| personality | 0.0754739 |
| love | 0.0698322 |
| depressed | 0.0212097 |
| pride | -0.0730489 |
| morality | -0.0798466 |
| disrespected | -0.1073581 |
| emo_recog | -0.1093565 |
| guilt | -0.1506505 |
| beliefs | -0.1779520 |
| computations | -0.2007574 |
| embarrassed | -0.2392119 |
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d1_robot, nfactors = nfactors_d1_robot, rotate = "none",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.92 -0.01 0.85 0.15 1.0
## depressed 0.90 -0.11 0.82 0.18 1.0
## fear 0.89 -0.05 0.79 0.21 1.0
## angry 0.91 0.01 0.84 0.16 1.0
## calm 0.82 0.03 0.67 0.33 1.0
## sounds -0.29 0.69 0.56 0.44 1.3
## seeing 0.00 0.79 0.63 0.37 1.0
## temperature -0.17 0.76 0.61 0.39 1.1
## odors 0.17 0.56 0.34 0.66 1.2
## depth 0.07 0.70 0.50 0.50 1.0
## computations -0.48 0.62 0.62 0.38 1.9
## thoughts 0.77 0.15 0.61 0.39 1.1
## reasoning 0.39 0.60 0.51 0.49 1.7
## remembering -0.11 0.77 0.61 0.39 1.0
## beliefs 0.83 0.08 0.70 0.30 1.0
## hungry 0.89 -0.06 0.79 0.21 1.0
## tired 0.87 0.06 0.76 0.24 1.0
## pain 0.88 -0.04 0.77 0.23 1.0
## nauseated 0.88 -0.13 0.80 0.20 1.0
## safe 0.85 0.05 0.72 0.28 1.0
## love 0.92 -0.08 0.85 0.15 1.0
## recognizing 0.01 0.80 0.65 0.35 1.0
## communicating -0.03 0.71 0.50 0.50 1.0
## guilt 0.87 -0.09 0.76 0.24 1.0
## disrespected 0.86 -0.06 0.75 0.25 1.0
## free_will 0.88 0.10 0.78 0.22 1.0
## choices 0.16 0.67 0.47 0.53 1.1
## self_restraint 0.69 0.25 0.54 0.46 1.3
## intentions 0.64 0.24 0.47 0.53 1.3
## goal 0.02 0.70 0.49 0.51 1.0
## conscious 0.81 0.04 0.65 0.35 1.0
## self_aware 0.77 0.17 0.63 0.37 1.1
## desires 0.89 0.10 0.80 0.20 1.0
## embarrassed 0.90 -0.09 0.82 0.18 1.0
## emo_recog 0.71 0.32 0.61 0.39 1.4
## joy 0.93 0.00 0.86 0.14 1.0
## morality 0.65 0.30 0.51 0.49 1.4
## personality 0.72 0.31 0.61 0.39 1.4
## pleasure 0.90 -0.05 0.81 0.19 1.0
## pride 0.88 -0.04 0.77 0.23 1.0
##
## MR1 MR2
## SS loadings 20.36 6.48
## Proportion Var 0.51 0.16
## Cumulative Var 0.51 0.67
## Proportion Explained 0.76 0.24
## Cumulative Proportion 0.76 1.00
##
## Mean item complexity = 1.1
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 45.84 with Chi Square of 8702.57
## The degrees of freedom for the model are 701 and the objective function was 5.26
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 205 with the empirical chi square 271.57 with prob < 1
## The total number of observations was 205 with MLE Chi Square = 991.44 with prob < 2.5e-12
##
## Tucker Lewis Index of factoring reliability = 0.959
## RMSEA index = 0.051 and the 90 % confidence intervals are 0.038 0.051
## BIC = -2739.99
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.99 0.94
## Minimum correlation of possible factor scores 0.98 0.88
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d1_robot, nfactors = nfactors_d1_robot, rotate = "oblimin",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.92 -0.03 0.85 0.15 1.0
## depressed 0.89 -0.13 0.82 0.18 1.0
## fear 0.89 -0.07 0.79 0.21 1.0
## angry 0.91 -0.01 0.84 0.16 1.0
## calm 0.82 0.01 0.67 0.33 1.0
## sounds -0.27 0.70 0.56 0.44 1.3
## seeing 0.02 0.79 0.63 0.37 1.0
## temperature -0.14 0.76 0.61 0.39 1.1
## odors 0.18 0.56 0.34 0.66 1.2
## depth 0.09 0.70 0.50 0.50 1.0
## computations -0.46 0.63 0.62 0.38 1.8
## thoughts 0.77 0.13 0.61 0.39 1.1
## reasoning 0.40 0.59 0.51 0.49 1.8
## remembering -0.09 0.77 0.61 0.39 1.0
## beliefs 0.83 0.06 0.70 0.30 1.0
## hungry 0.89 -0.08 0.79 0.21 1.0
## tired 0.87 0.04 0.76 0.24 1.0
## pain 0.88 -0.06 0.77 0.23 1.0
## nauseated 0.88 -0.15 0.80 0.20 1.1
## safe 0.85 0.03 0.72 0.28 1.0
## love 0.92 -0.10 0.85 0.15 1.0
## recognizing 0.04 0.80 0.65 0.35 1.0
## communicating -0.01 0.71 0.50 0.50 1.0
## guilt 0.87 -0.11 0.76 0.24 1.0
## disrespected 0.86 -0.08 0.75 0.25 1.0
## free_will 0.88 0.08 0.78 0.22 1.0
## choices 0.19 0.66 0.47 0.53 1.2
## self_restraint 0.70 0.24 0.54 0.46 1.2
## intentions 0.65 0.23 0.47 0.53 1.2
## goal 0.04 0.70 0.49 0.51 1.0
## conscious 0.81 0.02 0.65 0.35 1.0
## self_aware 0.78 0.16 0.63 0.37 1.1
## desires 0.89 0.08 0.80 0.20 1.0
## embarrassed 0.90 -0.11 0.82 0.18 1.0
## emo_recog 0.72 0.30 0.61 0.39 1.3
## joy 0.93 -0.02 0.86 0.14 1.0
## morality 0.66 0.28 0.51 0.49 1.4
## personality 0.73 0.29 0.61 0.39 1.3
## pleasure 0.90 -0.08 0.81 0.19 1.0
## pride 0.87 -0.06 0.77 0.23 1.0
##
## MR1 MR2
## SS loadings 20.38 6.45
## Proportion Var 0.51 0.16
## Cumulative Var 0.51 0.67
## Proportion Explained 0.76 0.24
## Cumulative Proportion 0.76 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 -0.01
## MR2 -0.01 1.00
##
## Mean item complexity = 1.1
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 45.84 with Chi Square of 8702.57
## The degrees of freedom for the model are 701 and the objective function was 5.26
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 205 with the empirical chi square 271.57 with prob < 1
## The total number of observations was 205 with MLE Chi Square = 991.44 with prob < 2.5e-12
##
## Tucker Lewis Index of factoring reliability = 0.959
## RMSEA index = 0.051 and the 90 % confidence intervals are 0.038 0.051
## BIC = -2739.99
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.99 0.94
## Minimum correlation of possible factor scores 0.98 0.88
| F1 | |
|---|---|
| joy | 0.9268304 |
| happy | 0.9227355 |
| love | 0.9172755 |
| angry | 0.9147543 |
| pleasure | 0.8971716 |
| embarrassed | 0.8951784 |
| desires | 0.8934416 |
| depressed | 0.8926710 |
| hungry | 0.8869347 |
| fear | 0.8853683 |
| free_will | 0.8818153 |
| nauseated | 0.8797621 |
| pain | 0.8757508 |
| pride | 0.8747875 |
| tired | 0.8736116 |
| guilt | 0.8655426 |
| disrespected | 0.8613605 |
| safe | 0.8491077 |
| beliefs | 0.8337374 |
| calm | 0.8185905 |
| conscious | 0.8077695 |
| self_aware | 0.7765436 |
| thoughts | 0.7704208 |
| personality | 0.7290145 |
| emo_recog | 0.7197687 |
| self_restraint | 0.7007173 |
| morality | 0.6590832 |
| intentions | 0.6487046 |
| reasoning | 0.4046202 |
| choices | 0.1856162 |
| odors | 0.1831300 |
| depth | 0.0926194 |
| goal | 0.0426467 |
| recognizing | 0.0368066 |
| seeing | 0.0211872 |
| communicating | -0.0081716 |
| remembering | -0.0880354 |
| temperature | -0.1433794 |
| sounds | -0.2684681 |
| computations | -0.4601106 |
| F2 | |
|---|---|
| recognizing | 0.8042954 |
| seeing | 0.7944824 |
| remembering | 0.7735647 |
| temperature | 0.7644937 |
| communicating | 0.7091134 |
| depth | 0.7031083 |
| goal | 0.6968370 |
| sounds | 0.6961599 |
| choices | 0.6621298 |
| computations | 0.6318591 |
| reasoning | 0.5894337 |
| odors | 0.5553435 |
| emo_recog | 0.3024544 |
| personality | 0.2910713 |
| morality | 0.2819530 |
| self_restraint | 0.2367662 |
| intentions | 0.2295320 |
| self_aware | 0.1558897 |
| thoughts | 0.1348547 |
| desires | 0.0795178 |
| free_will | 0.0769316 |
| beliefs | 0.0645677 |
| tired | 0.0415599 |
| safe | 0.0267561 |
| conscious | 0.0169271 |
| calm | 0.0142140 |
| angry | -0.0115489 |
| joy | -0.0178925 |
| happy | -0.0348767 |
| pride | -0.0601179 |
| pain | -0.0647785 |
| fear | -0.0684792 |
| pleasure | -0.0752471 |
| hungry | -0.0763915 |
| disrespected | -0.0768476 |
| love | -0.1045010 |
| embarrassed | -0.1110573 |
| guilt | -0.1110947 |
| depressed | -0.1274261 |
| nauseated | -0.1547037 |
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d1_all, nfactors = nfactors_d1_all, rotate = "none", fm = "minres",
## cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.91 -0.09 -0.08 0.85 0.155 1.0
## depressed 0.90 -0.03 -0.27 0.88 0.119 1.2
## fear 0.83 -0.36 0.21 0.86 0.136 1.5
## angry 0.88 -0.14 -0.04 0.79 0.207 1.1
## calm 0.85 -0.15 0.11 0.75 0.246 1.1
## sounds 0.13 0.55 0.54 0.61 0.395 2.1
## seeing 0.38 0.28 0.71 0.74 0.262 1.9
## temperature 0.25 0.46 0.66 0.71 0.290 2.1
## odors 0.46 0.10 0.60 0.58 0.418 2.0
## depth 0.32 0.54 0.40 0.55 0.450 2.5
## computations -0.27 0.88 -0.27 0.91 0.085 1.4
## thoughts 0.86 0.01 -0.04 0.74 0.264 1.0
## reasoning 0.52 0.65 -0.11 0.71 0.293 2.0
## remembering 0.17 0.80 0.18 0.69 0.305 1.2
## beliefs 0.76 0.23 -0.42 0.80 0.198 1.8
## hungry 0.68 -0.56 0.43 0.97 0.033 2.7
## tired 0.81 -0.34 0.28 0.84 0.157 1.6
## pain 0.75 -0.48 0.36 0.93 0.074 2.2
## nauseated 0.87 -0.21 0.05 0.81 0.186 1.1
## safe 0.83 -0.22 0.15 0.75 0.246 1.2
## love 0.91 0.01 -0.25 0.89 0.111 1.2
## recognizing 0.21 0.86 -0.02 0.79 0.208 1.1
## communicating 0.30 0.68 0.18 0.58 0.416 1.6
## guilt 0.85 0.03 -0.39 0.88 0.121 1.4
## disrespected 0.84 0.06 -0.36 0.84 0.160 1.4
## free_will 0.82 -0.27 0.13 0.77 0.232 1.3
## choices 0.51 0.41 0.34 0.55 0.451 2.7
## self_restraint 0.75 0.24 -0.13 0.63 0.366 1.3
## intentions 0.76 -0.02 0.13 0.60 0.402 1.1
## goal 0.37 0.55 0.30 0.54 0.464 2.4
## conscious 0.83 -0.22 0.13 0.75 0.251 1.2
## self_aware 0.82 -0.02 0.01 0.67 0.331 1.0
## desires 0.85 -0.21 0.11 0.78 0.223 1.2
## embarrassed 0.84 0.07 -0.45 0.91 0.087 1.6
## emo_recog 0.70 0.40 -0.33 0.76 0.235 2.1
## joy 0.92 -0.05 -0.12 0.86 0.141 1.0
## morality 0.60 0.47 -0.35 0.70 0.305 2.6
## personality 0.77 0.30 -0.21 0.73 0.271 1.5
## pleasure 0.88 -0.25 0.13 0.85 0.150 1.2
## pride 0.87 0.08 -0.35 0.89 0.112 1.3
##
## MR1 MR2 MR3
## SS loadings 20.38 6.18 3.89
## Proportion Var 0.51 0.15 0.10
## Cumulative Var 0.51 0.66 0.76
## Proportion Explained 0.67 0.20 0.13
## Cumulative Proportion 0.67 0.87 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 96.01 with Chi Square of 37427.06
## The degrees of freedom for the model are 663 and the objective function was 46.82
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 405 with the empirical chi square 496.78 with prob < 1
## The total number of observations was 405 with MLE Chi Square = 18159.94 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.435
## RMSEA index = 0.261 and the 90 % confidence intervals are 0.252 NA
## BIC = 14179.37
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Warning in fac(r = r, nfactors = nfactors, n.obs = n.obs, rotate =
## rotate, : A Heywood case was detected. Examine the loadings carefully.
## Factor Analysis using method = minres
## Call: fa(r = d1_all, nfactors = nfactors_d1_all, rotate = "oblimin",
## fm = "minres", cor = "poly")
##
## Warning: A Heywood case was detected.
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.74 0.35 0.04 0.85 0.155 1.4
## depressed 0.89 0.18 -0.07 0.88 0.119 1.1
## fear 0.40 0.71 0.09 0.86 0.136 1.6
## angry 0.67 0.40 0.04 0.79 0.207 1.6
## calm 0.53 0.49 0.14 0.75 0.246 2.1
## sounds -0.22 -0.03 0.81 0.61 0.395 1.1
## seeing -0.21 0.37 0.83 0.74 0.262 1.5
## temperature -0.23 0.15 0.88 0.71 0.290 1.2
## odors -0.09 0.47 0.63 0.58 0.418 1.9
## depth 0.04 -0.05 0.73 0.55 0.450 1.0
## computations 0.17 -0.94 0.31 0.91 0.085 1.3
## thoughts 0.68 0.28 0.13 0.74 0.264 1.4
## reasoning 0.61 -0.37 0.43 0.71 0.293 2.5
## remembering 0.14 -0.43 0.70 0.69 0.305 1.8
## beliefs 0.95 -0.17 -0.04 0.80 0.198 1.1
## hungry 0.07 0.95 0.10 0.97 0.033 1.0
## tired 0.33 0.73 0.15 0.84 0.157 1.5
## pain 0.19 0.87 0.12 0.93 0.074 1.1
## nauseated 0.58 0.51 0.06 0.81 0.186 2.0
## safe 0.47 0.56 0.13 0.75 0.246 2.1
## love 0.89 0.16 -0.03 0.89 0.111 1.1
## recognizing 0.34 -0.59 0.59 0.79 0.208 2.6
## communicating 0.22 -0.29 0.65 0.58 0.416 1.6
## guilt 0.95 0.04 -0.13 0.88 0.121 1.0
## disrespected 0.93 0.03 -0.09 0.84 0.160 1.0
## free_will 0.47 0.58 0.08 0.77 0.232 2.0
## choices 0.21 0.08 0.64 0.55 0.451 1.3
## self_restraint 0.72 0.00 0.19 0.63 0.366 1.1
## intentions 0.47 0.38 0.23 0.60 0.402 2.4
## goal 0.15 -0.09 0.67 0.54 0.464 1.1
## conscious 0.48 0.55 0.11 0.75 0.251 2.1
## self_aware 0.61 0.32 0.15 0.67 0.331 1.7
## desires 0.52 0.54 0.11 0.78 0.223 2.1
## embarrassed 1.00 -0.04 -0.16 0.91 0.087 1.1
## emo_recog 0.87 -0.26 0.13 0.76 0.235 1.2
## joy 0.78 0.29 0.04 0.86 0.141 1.3
## morality 0.81 -0.36 0.14 0.70 0.305 1.4
## personality 0.81 -0.08 0.17 0.73 0.271 1.1
## pleasure 0.52 0.59 0.10 0.85 0.150 2.0
## pride 0.95 0.03 -0.07 0.89 0.112 1.0
##
## MR1 MR2 MR3
## SS loadings 15.56 8.67 6.22
## Proportion Var 0.39 0.22 0.16
## Cumulative Var 0.39 0.61 0.76
## Proportion Explained 0.51 0.28 0.20
## Cumulative Proportion 0.51 0.80 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.31 0.30
## MR2 0.31 1.00 0.03
## MR3 0.30 0.03 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 96.01 with Chi Square of 37427.06
## The degrees of freedom for the model are 663 and the objective function was 46.82
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 405 with the empirical chi square 496.78 with prob < 1
## The total number of observations was 405 with MLE Chi Square = 18159.94 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.435
## RMSEA index = 0.261 and the 90 % confidence intervals are 0.252 NA
## BIC = 14179.37
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
| F1 | |
|---|---|
| embarrassed | 1.0039171 |
| guilt | 0.9549394 |
| pride | 0.9500095 |
| beliefs | 0.9457640 |
| disrespected | 0.9287591 |
| love | 0.8887752 |
| depressed | 0.8867765 |
| emo_recog | 0.8687846 |
| morality | 0.8139255 |
| personality | 0.8072699 |
| joy | 0.7808125 |
| happy | 0.7355395 |
| self_restraint | 0.7183893 |
| thoughts | 0.6795263 |
| angry | 0.6699291 |
| reasoning | 0.6100538 |
| self_aware | 0.6066399 |
| nauseated | 0.5820576 |
| calm | 0.5273982 |
| desires | 0.5168242 |
| pleasure | 0.5167804 |
| conscious | 0.4843874 |
| free_will | 0.4721601 |
| intentions | 0.4716231 |
| safe | 0.4693872 |
| fear | 0.3954898 |
| recognizing | 0.3390921 |
| tired | 0.3279838 |
| communicating | 0.2174309 |
| choices | 0.2085833 |
| pain | 0.1948848 |
| computations | 0.1749238 |
| goal | 0.1538601 |
| remembering | 0.1436317 |
| hungry | 0.0676230 |
| depth | 0.0357794 |
| odors | -0.0928651 |
| seeing | -0.2092235 |
| sounds | -0.2167295 |
| temperature | -0.2329065 |
| F2 | |
|---|---|
| hungry | 0.9497507 |
| pain | 0.8661138 |
| tired | 0.7259825 |
| fear | 0.7091336 |
| pleasure | 0.5903341 |
| free_will | 0.5848985 |
| safe | 0.5601083 |
| conscious | 0.5483455 |
| desires | 0.5371240 |
| nauseated | 0.5128479 |
| calm | 0.4933901 |
| odors | 0.4665908 |
| angry | 0.4007333 |
| intentions | 0.3772565 |
| seeing | 0.3743087 |
| happy | 0.3509515 |
| self_aware | 0.3179769 |
| joy | 0.2913976 |
| thoughts | 0.2835311 |
| depressed | 0.1778244 |
| love | 0.1614489 |
| temperature | 0.1537143 |
| choices | 0.0842398 |
| guilt | 0.0414608 |
| pride | 0.0343239 |
| disrespected | 0.0313665 |
| self_restraint | 0.0004561 |
| sounds | -0.0312768 |
| embarrassed | -0.0398313 |
| depth | -0.0454765 |
| personality | -0.0842118 |
| goal | -0.0928145 |
| beliefs | -0.1676734 |
| emo_recog | -0.2599410 |
| communicating | -0.2887804 |
| morality | -0.3610688 |
| reasoning | -0.3735732 |
| remembering | -0.4319721 |
| recognizing | -0.5913187 |
| computations | -0.9356737 |
| F3 | |
|---|---|
| temperature | 0.8776676 |
| seeing | 0.8298053 |
| sounds | 0.8133531 |
| depth | 0.7305012 |
| remembering | 0.6954912 |
| goal | 0.6736999 |
| communicating | 0.6466134 |
| choices | 0.6352751 |
| odors | 0.6322865 |
| recognizing | 0.5921749 |
| reasoning | 0.4312595 |
| computations | 0.3079231 |
| intentions | 0.2293126 |
| self_restraint | 0.1881600 |
| personality | 0.1709402 |
| tired | 0.1534729 |
| self_aware | 0.1504231 |
| calm | 0.1443969 |
| morality | 0.1376083 |
| thoughts | 0.1332763 |
| safe | 0.1291031 |
| emo_recog | 0.1279594 |
| pain | 0.1173019 |
| conscious | 0.1131094 |
| desires | 0.1095156 |
| hungry | 0.1039194 |
| pleasure | 0.1015095 |
| fear | 0.0852748 |
| free_will | 0.0794852 |
| nauseated | 0.0622208 |
| joy | 0.0435816 |
| happy | 0.0421713 |
| angry | 0.0385833 |
| love | -0.0304607 |
| beliefs | -0.0436463 |
| pride | -0.0702958 |
| depressed | -0.0722487 |
| disrespected | -0.0882474 |
| guilt | -0.1323865 |
| embarrassed | -0.1626738 |
## Joining by: "order"
## Joining by: "order"
| order | mc_MR1 | loading_MR1 | mc_MR2 | loading_MR2 | mc_MR3 | loading_MR3 |
|---|---|---|---|---|---|---|
| 1 | embarrassed | 1.00 | hungry | 0.95 | temperature | 0.88 |
| 2 | guilt | 0.95 | pain | 0.87 | seeing | 0.83 |
| 3 | pride | 0.95 | tired | 0.73 | sounds | 0.81 |
| 4 | beliefs | 0.95 | fear | 0.71 | depth | 0.73 |
| 5 | disrespected | 0.93 | pleasure | 0.59 | remembering | 0.70 |
| 6 | love | 0.89 | free_will | 0.58 | goal | 0.67 |
| 7 | depressed | 0.89 | safe | 0.56 | communicating | 0.65 |
| 8 | emo_recog | 0.87 | conscious | 0.55 | choices | 0.64 |
| 9 | morality | 0.81 | desires | 0.54 | odors | 0.63 |
| 10 | personality | 0.81 | NA | NA | recognizing | 0.59 |
| 11 | joy | 0.78 | NA | NA | computations | 0.31 |
| 12 | happy | 0.74 | NA | NA | NA | NA |
| 13 | self_restraint | 0.72 | NA | NA | NA | NA |
| 14 | thoughts | 0.68 | NA | NA | NA | NA |
| 15 | angry | 0.67 | NA | NA | NA | NA |
| 16 | reasoning | 0.61 | NA | NA | NA | NA |
| 17 | self_aware | 0.61 | NA | NA | NA | NA |
| 18 | nauseated | 0.58 | NA | NA | NA | NA |
| 19 | calm | 0.53 | NA | NA | NA | NA |
| 20 | intentions | 0.47 | NA | NA | NA | NA |
## lavaan (0.5-20) converged normally after 69 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 4126.942
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 14736.878
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.757
## Tucker-Lewis Index (TLI) 0.743
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -27119.488
## Loglikelihood unrestricted model (H1) -25056.016
##
## Number of free parameters 83
## Akaike (AIC) 54404.975
## Bayesian (BIC) 54737.298
## Sample-size adjusted Bayesian (BIC) 54473.928
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.107
## 90 Percent Confidence Interval 0.103 0.110
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.140
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassed 1.000
## guilt 0.949 0.049 19.313 0.000
## pride 1.225 0.058 21.216 0.000
## beliefs 1.024 0.064 16.080 0.000
## disrespected 1.032 0.055 18.686 0.000
## love 1.402 0.064 22.035 0.000
## depressed 1.225 0.058 21.205 0.000
## emo_recog 1.105 0.075 14.816 0.000
## morality 0.901 0.078 11.474 0.000
## personality 1.254 0.076 16.461 0.000
## joy 1.549 0.072 21.598 0.000
## happy 1.511 0.073 20.774 0.000
## self_restraint 1.124 0.081 13.893 0.000
## thoughts 1.443 0.083 17.433 0.000
## angry 1.460 0.079 18.592 0.000
## reasoning 0.944 0.100 9.403 0.000
## self_aware 1.349 0.085 15.840 0.000
## nauseated 1.257 0.072 17.563 0.000
## calm 1.433 0.091 15.702 0.000
## intentions 1.294 0.100 12.920 0.000
## MR2 =~
## hungry 1.000
## pain 0.960 0.040 23.921 0.000
## tired 0.836 0.037 22.617 0.000
## fear 0.888 0.038 23.317 0.000
## pleasure 0.735 0.033 22.274 0.000
## free_will 0.732 0.038 19.316 0.000
## safe 0.730 0.037 19.598 0.000
## conscious 0.724 0.037 19.447 0.000
## desires 0.726 0.036 20.039 0.000
## MR3 =~
## temperature 1.000
## seeing 1.022 0.096 10.636 0.000
## sounds 0.848 0.081 10.511 0.000
## depth 1.172 0.106 11.085 0.000
## remembering 1.318 0.107 12.275 0.000
## goal 1.182 0.106 11.141 0.000
## communicating 1.141 0.097 11.782 0.000
## choices 1.080 0.100 10.792 0.000
## odors 0.824 0.102 8.096 0.000
## recognizing 1.326 0.109 12.212 0.000
## computations 0.936 0.127 7.374 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.500 0.148 10.137 0.000
## MR3 0.339 0.064 5.274 0.000
## MR2 ~~
## MR3 0.408 0.140 2.911 0.004
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.465 0.035 13.421 0.000
## guilt 0.409 0.031 13.402 0.000
## pride 0.444 0.034 12.958 0.000
## beliefs 0.905 0.066 13.795 0.000
## disrespected 0.551 0.041 13.503 0.000
## love 0.472 0.037 12.662 0.000
## depressed 0.446 0.034 12.962 0.000
## emo_recog 1.345 0.097 13.889 0.000
## morality 1.741 0.124 14.055 0.000
## personality 1.261 0.092 13.762 0.000
## joy 0.646 0.050 12.831 0.000
## happy 0.752 0.057 13.086 0.000
## self_restraint 1.662 0.119 13.945 0.000
## thoughts 1.383 0.101 13.664 0.000
## angry 1.124 0.083 13.517 0.000
## reasoning 3.056 0.216 14.121 0.000
## self_aware 1.645 0.119 13.814 0.000
## nauseated 1.023 0.075 13.650 0.000
## calm 1.905 0.138 13.825 0.000
## intentions 2.669 0.191 13.995 0.000
## hungry 2.011 0.158 12.754 0.000
## pain 1.138 0.096 11.821 0.000
## tired 1.139 0.092 12.405 0.000
## fear 1.112 0.092 12.120 0.000
## pleasure 0.942 0.075 12.526 0.000
## free_will 1.607 0.121 13.243 0.000
## safe 1.519 0.115 13.192 0.000
## conscious 1.538 0.116 13.220 0.000
## desires 1.391 0.106 13.108 0.000
## temperature 1.780 0.139 12.833 0.000
## seeing 2.324 0.177 13.113 0.000
## sounds 1.671 0.127 13.161 0.000
## depth 2.606 0.202 12.919 0.000
## remembering 2.071 0.171 12.140 0.000
## goal 2.595 0.201 12.892 0.000
## communicating 1.898 0.152 12.524 0.000
## choices 2.453 0.188 13.050 0.000
## odors 3.535 0.257 13.755 0.000
## recognizing 2.154 0.177 12.196 0.000
## computations 5.831 0.421 13.859 0.000
## MR1 0.876 0.089 9.826 0.000
## MR2 4.852 0.466 10.404 0.000
## MR3 1.299 0.186 6.968 0.000
## lavaan (0.5-20) converged normally after 45 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 619.030
## Degrees of freedom 101
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 3817.954
## Degrees of freedom 120
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.860
## Tucker-Lewis Index (TLI) 0.834
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -11579.778
## Loglikelihood unrestricted model (H1) -11270.263
##
## Number of free parameters 35
## Akaike (AIC) 23229.557
## Bayesian (BIC) 23369.693
## Sample-size adjusted Bayesian (BIC) 23258.633
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.113
## 90 Percent Confidence Interval 0.104 0.121
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.094
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## affect =~
## happy 1.000
## depressed 0.712 0.032 22.463 0.000
## fear 1.064 0.058 18.257 0.000
## angry 0.939 0.041 23.042 0.000
## calm 0.957 0.049 19.501 0.000
## joy 0.988 0.035 28.454 0.000
## perception =~
## sounds 1.000
## seeing 1.393 0.121 11.506 0.000
## temperature 1.304 0.112 11.665 0.000
## odors 1.299 0.126 10.275 0.000
## depth 1.228 0.125 9.856 0.000
## autonomy =~
## free_will 1.000
## choices 0.699 0.067 10.466 0.000
## self_restraint 0.661 0.055 11.924 0.000
## intentions 0.952 0.067 14.196 0.000
## goal 0.586 0.071 8.261 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## affect ~~
## perception 0.461 0.096 4.820 0.000
## autonomy 2.026 0.189 10.693 0.000
## perception ~~
## autonomy 0.855 0.124 6.880 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.475 0.047 10.057 0.000
## depressed 0.607 0.048 12.601 0.000
## fear 2.362 0.178 13.302 0.000
## angry 0.982 0.079 12.472 0.000
## calm 1.617 0.123 13.130 0.000
## joy 0.523 0.050 10.520 0.000
## sounds 1.557 0.128 12.202 0.000
## seeing 1.648 0.158 10.461 0.000
## temperature 1.297 0.129 10.041 0.000
## odors 2.647 0.217 12.217 0.000
## depth 2.810 0.224 12.542 0.000
## free_will 1.819 0.159 11.403 0.000
## choices 2.802 0.209 13.400 0.000
## self_restraint 1.726 0.133 13.007 0.000
## intentions 1.970 0.165 11.909 0.000
## goal 3.589 0.260 13.780 0.000
## affect 2.277 0.193 11.775 0.000
## perception 1.048 0.161 6.519 0.000
## autonomy 2.387 0.283 8.433 0.000
## lavaan (0.5-20) converged normally after 43 iterations
##
## Number of observations 405
##
## Estimator ML
## Minimum Function Test Statistic 1816.523
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5604.203
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.691
## Tucker-Lewis Index (TLI) 0.648
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -12787.515
## Loglikelihood unrestricted model (H1) -11879.253
##
## Number of free parameters 37
## Akaike (AIC) 25649.030
## Bayesian (BIC) 25797.174
## Sample-size adjusted Bayesian (BIC) 25679.768
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.176
## 90 Percent Confidence Interval 0.169 0.183
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.147
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.989 0.060 16.405 0.000
## pain 1.002 0.064 15.593 0.000
## pleasure 0.882 0.051 17.236 0.000
## angry 0.752 0.047 16.016 0.000
## desires 0.879 0.054 16.302 0.000
## personality 0.512 0.044 11.582 0.000
## conscious 0.856 0.055 15.606 0.000
## pride 0.496 0.036 13.749 0.000
## embarrassed 0.384 0.032 12.178 0.000
## joy 0.713 0.045 15.859 0.000
## agency =~
## self_restraint 1.000
## morality 0.818 0.068 12.040 0.000
## remembering 0.592 0.090 6.538 0.000
## emo_recog 0.924 0.068 13.662 0.000
## goal 0.744 0.091 8.155 0.000
## communicating 0.678 0.082 8.239 0.000
## thoughts 1.075 0.078 13.787 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.599 0.185 8.661 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.374 0.251 13.433 0.000
## fear 1.525 0.122 12.496 0.000
## pain 2.102 0.162 12.941 0.000
## pleasure 0.845 0.072 11.739 0.000
## angry 1.020 0.080 12.734 0.000
## desires 1.253 0.100 12.564 0.000
## personality 1.724 0.125 13.822 0.000
## conscious 1.526 0.118 12.935 0.000
## pride 0.902 0.067 13.497 0.000
## embarrassed 0.828 0.060 13.752 0.000
## joy 0.971 0.076 12.816 0.000
## self_restraint 1.245 0.112 11.150 0.000
## morality 1.434 0.115 12.455 0.000
## remembering 3.795 0.273 13.883 0.000
## emo_recog 1.115 0.099 11.292 0.000
## goal 3.566 0.261 13.645 0.000
## communicating 2.889 0.212 13.630 0.000
## thoughts 1.445 0.130 11.162 0.000
## experience 3.488 0.428 8.149 0.000
## agency 1.523 0.187 8.139 0.000
# compare models (iff continuous and ML)
customVuong(d1_all_fitDD, d1_all_fitWDM, d1_all_fitGGW)
## $mod1_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 116.327, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -71.594, p = 1
## H1B: Model 2 fits better than Model 1
## z = -71.594, p = < 2.2e-16
##
## $mod1_v_mod3
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 70.002, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -85.118, p = 1
## H1B: Model 2 fits better than Model 1
## z = -85.118, p = < 2.2e-16
##
## $mod3_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 26.088, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -11.750, p = 1
## H1B: Model 2 fits better than Model 1
## z = -11.750, p = < 2.2e-16
##
## $winner
## [1] "WDM"
| did_not_finish | failed_catch_trial | did_not_provide_yob | too_young | TOTAL_excluded | TOTAL_participated | OVERALL_TOTAL |
|---|---|---|---|---|---|---|
| 0 | 0 | 13 | 0 | 13 | 406 | 419 |
| condition | n |
|---|---|
| beetle | 202 |
| robot | 204 |
| all | 406 |
| condition | min_duration | max_duration | median_duration | mean_duration | sd_duration |
|---|---|---|---|---|---|
| beetle | 0.92 | 28.95 | 2.69 | 3.54 | 3.17 |
| robot | 1.00 | 16.72 | 2.52 | 3.18 | 2.17 |
| all | 0.92 | 28.95 | 2.63 | 3.36 | 2.72 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
| condition | min_age | max_age | median_age | mean_age | sd_age |
|---|---|---|---|---|---|
| beetle | 20 | 70 | 32 | 34.95 | 10.99 |
| robot | 20 | 70 | 33 | 35.60 | 10.92 |
| all | 20 | 70 | 33 | 35.28 | 10.95 |
| condition | m | f | other |
|---|---|---|---|
| beetle | 93 | 108 | 1 |
| robot | 106 | 97 | 1 |
| all | 199 | 205 | 2 |
| condition | asian_east | asian_south | black | hispanic | middle_eastern | multiracial | native_american | other_prefno | pac_islander | white |
|---|---|---|---|---|---|---|---|---|---|---|
| beetle | 8 | 7 | 12 | 11 | 0 | 3 | 1 | 1 | 0 | 159 |
| robot | 14 | 1 | 14 | 10 | 1 | 5 | 1 | 2 | 1 | 155 |
| all | 22 | 8 | 26 | 21 | 1 | 8 | 2 | 3 | 1 | 314 |
| condition | buddhism | christianity | hinduism | islam | judaism | multireligious | none | other | other_prefno |
|---|---|---|---|---|---|---|---|---|---|
| beetle | 6 | 80 | 1 | 3 | 5 | 1 | 95 | 6 | 5 |
| robot | 3 | 85 | 0 | 2 | 2 | 1 | 105 | 4 | 2 |
| all | 9 | 165 | 1 | 5 | 7 | 2 | 200 | 10 | 7 |
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d2_beetle, nfactors = nfactors_d2_beetle, rotate = "none",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.83 0.05 0.69 0.31 1.0
## depressed 0.81 -0.22 0.70 0.30 1.1
## fear 0.52 0.50 0.52 0.48 2.0
## angry 0.70 0.07 0.49 0.51 1.0
## calm 0.72 0.27 0.59 0.41 1.3
## sounds 0.28 0.71 0.58 0.42 1.3
## seeing 0.19 0.75 0.60 0.40 1.1
## temperature 0.12 0.71 0.52 0.48 1.1
## odors 0.20 0.69 0.52 0.48 1.2
## depth 0.39 0.38 0.29 0.71 2.0
## computations 0.62 -0.30 0.48 0.52 1.5
## thoughts 0.75 0.12 0.58 0.42 1.0
## reasoning 0.71 -0.11 0.52 0.48 1.0
## remembering 0.57 0.30 0.42 0.58 1.5
## beliefs 0.67 -0.38 0.60 0.40 1.6
## hungry -0.02 0.75 0.57 0.43 1.0
## tired 0.48 0.54 0.53 0.47 2.0
## pain 0.32 0.64 0.52 0.48 1.5
## nauseated 0.67 0.07 0.46 0.54 1.0
## safe 0.59 0.37 0.49 0.51 1.7
## love 0.79 -0.23 0.68 0.32 1.2
## recognizing 0.70 0.05 0.50 0.50 1.0
## communicating 0.45 0.55 0.51 0.49 1.9
## guilt 0.73 -0.46 0.74 0.26 1.7
## disrespected 0.72 -0.40 0.68 0.32 1.6
## free_will 0.48 0.43 0.41 0.59 2.0
## choices 0.54 0.50 0.54 0.46 2.0
## self_restraint 0.74 -0.21 0.59 0.41 1.2
## intentions 0.51 0.46 0.47 0.53 2.0
## goal 0.46 0.50 0.46 0.54 2.0
## conscious 0.49 0.46 0.45 0.55 2.0
## self_aware 0.73 0.11 0.54 0.46 1.0
## desires 0.69 0.21 0.52 0.48 1.2
## embarrassed 0.68 -0.47 0.69 0.31 1.8
## emo_recog 0.84 -0.21 0.74 0.26 1.1
## joy 0.79 0.03 0.63 0.37 1.0
## morality 0.70 -0.42 0.67 0.33 1.6
## personality 0.83 -0.02 0.70 0.30 1.0
## pleasure 0.71 0.24 0.56 0.44 1.2
## pride 0.72 -0.38 0.67 0.33 1.5
##
## MR1 MR2
## SS loadings 15.47 6.92
## Proportion Var 0.39 0.17
## Cumulative Var 0.39 0.56
## Proportion Explained 0.69 0.31
## Cumulative Proportion 0.69 1.00
##
## Mean item complexity = 1.4
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 32.41 with Chi Square of 6055.74
## The degrees of freedom for the model are 701 and the objective function was 5.07
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic number of observations is 202 with the empirical chi square 492.2 with prob < 1
## The total number of observations was 202 with MLE Chi Square = 940.72 with prob < 3.2e-09
##
## Tucker Lewis Index of factoring reliability = 0.949
## RMSEA index = 0.048 and the 90 % confidence intervals are 0.034 0.048
## BIC = -2780.37
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.98 0.94
## Minimum correlation of possible factor scores 0.95 0.88
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d2_beetle, nfactors = nfactors_d2_beetle, rotate = "oblimin",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.70 0.32 0.69 0.31 1.4
## depressed 0.83 0.04 0.70 0.30 1.0
## fear 0.20 0.65 0.52 0.48 1.2
## angry 0.58 0.29 0.49 0.51 1.5
## calm 0.50 0.49 0.59 0.41 2.0
## sounds -0.12 0.78 0.58 0.42 1.0
## seeing -0.22 0.79 0.60 0.40 1.2
## temperature -0.26 0.73 0.52 0.48 1.3
## odors -0.18 0.74 0.52 0.48 1.1
## depth 0.15 0.49 0.29 0.71 1.2
## computations 0.71 -0.10 0.48 0.52 1.0
## thoughts 0.60 0.35 0.58 0.42 1.6
## reasoning 0.68 0.12 0.52 0.48 1.1
## remembering 0.35 0.47 0.42 0.58 1.9
## beliefs 0.79 -0.16 0.60 0.40 1.1
## hungry -0.40 0.73 0.57 0.43 1.6
## tired 0.15 0.68 0.53 0.47 1.1
## pain -0.05 0.73 0.52 0.48 1.0
## nauseated 0.56 0.28 0.46 0.54 1.5
## safe 0.33 0.55 0.49 0.51 1.6
## love 0.82 0.03 0.68 0.32 1.0
## recognizing 0.60 0.27 0.50 0.50 1.4
## communicating 0.12 0.68 0.51 0.49 1.1
## guilt 0.88 -0.22 0.74 0.26 1.1
## disrespected 0.84 -0.16 0.68 0.32 1.1
## free_will 0.20 0.57 0.41 0.59 1.2
## choices 0.22 0.65 0.54 0.46 1.2
## self_restraint 0.76 0.03 0.59 0.41 1.0
## intentions 0.21 0.61 0.47 0.53 1.2
## goal 0.15 0.63 0.46 0.54 1.1
## conscious 0.20 0.60 0.45 0.55 1.2
## self_aware 0.58 0.34 0.54 0.46 1.6
## desires 0.50 0.43 0.52 0.48 2.0
## embarrassed 0.85 -0.24 0.69 0.31 1.2
## emo_recog 0.85 0.06 0.74 0.26 1.0
## joy 0.68 0.28 0.63 0.37 1.3
## morality 0.84 -0.19 0.67 0.33 1.1
## personality 0.75 0.24 0.70 0.30 1.2
## pleasure 0.50 0.46 0.56 0.44 2.0
## pride 0.84 -0.14 0.67 0.33 1.1
##
## MR1 MR2
## SS loadings 13.07 9.32
## Proportion Var 0.33 0.23
## Cumulative Var 0.33 0.56
## Proportion Explained 0.58 0.42
## Cumulative Proportion 0.58 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.21
## MR2 0.21 1.00
##
## Mean item complexity = 1.3
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 32.41 with Chi Square of 6055.74
## The degrees of freedom for the model are 701 and the objective function was 5.07
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic number of observations is 202 with the empirical chi square 492.2 with prob < 1
## The total number of observations was 202 with MLE Chi Square = 940.72 with prob < 3.2e-09
##
## Tucker Lewis Index of factoring reliability = 0.949
## RMSEA index = 0.048 and the 90 % confidence intervals are 0.034 0.048
## BIC = -2780.37
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.97 0.95
## Minimum correlation of possible factor scores 0.94 0.90
| F1 | |
|---|---|
| guilt | 0.8818069 |
| embarrassed | 0.8485742 |
| emo_recog | 0.8484070 |
| disrespected | 0.8429130 |
| morality | 0.8363959 |
| pride | 0.8351696 |
| depressed | 0.8279499 |
| love | 0.8160320 |
| beliefs | 0.7931295 |
| self_restraint | 0.7626060 |
| personality | 0.7501635 |
| computations | 0.7051928 |
| happy | 0.7039968 |
| reasoning | 0.6839575 |
| joy | 0.6837797 |
| thoughts | 0.6017860 |
| recognizing | 0.5954349 |
| self_aware | 0.5830002 |
| angry | 0.5825841 |
| nauseated | 0.5590958 |
| pleasure | 0.5014760 |
| calm | 0.4983626 |
| desires | 0.4971995 |
| remembering | 0.3538826 |
| safe | 0.3279109 |
| choices | 0.2211951 |
| intentions | 0.2136001 |
| fear | 0.2032658 |
| free_will | 0.1987607 |
| conscious | 0.1979713 |
| tired | 0.1499592 |
| depth | 0.1456539 |
| goal | 0.1450279 |
| communicating | 0.1153308 |
| pain | -0.0536185 |
| sounds | -0.1192994 |
| odors | -0.1800466 |
| seeing | -0.2176492 |
| temperature | -0.2619471 |
| hungry | -0.4048169 |
| F2 | |
|---|---|
| seeing | 0.7921610 |
| sounds | 0.7790295 |
| odors | 0.7360813 |
| temperature | 0.7306280 |
| pain | 0.7279478 |
| hungry | 0.7255994 |
| tired | 0.6781598 |
| communicating | 0.6780767 |
| choices | 0.6542673 |
| fear | 0.6490465 |
| goal | 0.6286422 |
| intentions | 0.6106888 |
| conscious | 0.6033525 |
| free_will | 0.5704718 |
| safe | 0.5488803 |
| depth | 0.4919964 |
| calm | 0.4875792 |
| remembering | 0.4707867 |
| pleasure | 0.4612503 |
| desires | 0.4264998 |
| thoughts | 0.3510397 |
| self_aware | 0.3389718 |
| happy | 0.3155253 |
| angry | 0.2859737 |
| nauseated | 0.2794495 |
| joy | 0.2776230 |
| recognizing | 0.2704992 |
| personality | 0.2409035 |
| reasoning | 0.1235295 |
| emo_recog | 0.0576297 |
| depressed | 0.0408385 |
| self_restraint | 0.0313338 |
| love | 0.0295774 |
| computations | -0.0989659 |
| pride | -0.1426384 |
| beliefs | -0.1602695 |
| disrespected | -0.1641108 |
| morality | -0.1851130 |
| guilt | -0.2156716 |
| embarrassed | -0.2431919 |
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d2_robot, nfactors = nfactors_d2_robot, rotate = "none",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.88 -0.05 0.78 0.22 1.0
## depressed 0.88 -0.10 0.78 0.22 1.0
## fear 0.91 0.02 0.83 0.17 1.0
## angry 0.87 -0.03 0.76 0.24 1.0
## calm 0.75 0.15 0.58 0.42 1.1
## sounds -0.25 0.75 0.63 0.37 1.2
## seeing 0.08 0.80 0.64 0.36 1.0
## temperature -0.12 0.74 0.57 0.43 1.1
## odors 0.16 0.63 0.43 0.57 1.1
## depth 0.04 0.64 0.41 0.59 1.0
## computations -0.42 0.69 0.65 0.35 1.7
## thoughts 0.74 0.16 0.58 0.42 1.1
## reasoning 0.38 0.58 0.48 0.52 1.7
## remembering -0.06 0.79 0.62 0.38 1.0
## beliefs 0.80 0.13 0.66 0.34 1.1
## hungry 0.90 -0.12 0.83 0.17 1.0
## tired 0.85 -0.05 0.73 0.27 1.0
## pain 0.89 -0.10 0.80 0.20 1.0
## nauseated 0.88 -0.11 0.78 0.22 1.0
## safe 0.82 0.05 0.68 0.32 1.0
## love 0.88 -0.07 0.78 0.22 1.0
## recognizing 0.09 0.76 0.58 0.42 1.0
## communicating -0.03 0.78 0.60 0.40 1.0
## guilt 0.91 -0.05 0.83 0.17 1.0
## disrespected 0.89 -0.05 0.79 0.21 1.0
## free_will 0.73 0.03 0.54 0.46 1.0
## choices 0.16 0.71 0.52 0.48 1.1
## self_restraint 0.63 0.36 0.53 0.47 1.6
## intentions 0.61 0.35 0.49 0.51 1.6
## goal 0.10 0.77 0.61 0.39 1.0
## conscious 0.76 0.12 0.59 0.41 1.0
## self_aware 0.70 0.30 0.58 0.42 1.4
## desires 0.87 -0.02 0.75 0.25 1.0
## embarrassed 0.89 -0.07 0.80 0.20 1.0
## emo_recog 0.69 0.26 0.55 0.45 1.3
## joy 0.88 -0.03 0.78 0.22 1.0
## morality 0.62 0.37 0.52 0.48 1.6
## personality 0.65 0.28 0.51 0.49 1.4
## pleasure 0.91 0.03 0.84 0.16 1.0
## pride 0.89 -0.07 0.79 0.21 1.0
##
## MR1 MR2
## SS loadings 19.14 7.05
## Proportion Var 0.48 0.18
## Cumulative Var 0.48 0.65
## Proportion Explained 0.73 0.27
## Cumulative Proportion 0.73 1.00
##
## Mean item complexity = 1.1
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 43.28 with Chi Square of 8173.42
## The degrees of freedom for the model are 701 and the objective function was 5.13
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 204 with the empirical chi square 295.44 with prob < 1
## The total number of observations was 204 with MLE Chi Square = 961.01 with prob < 2e-10
##
## Tucker Lewis Index of factoring reliability = 0.961
## RMSEA index = 0.049 and the 90 % confidence intervals are 0.036 0.049
## BIC = -2767
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.99 0.94
## Minimum correlation of possible factor scores 0.97 0.89
## The items do not have an equal number of response alternatives, global set to FALSE
## Factor Analysis using method = minres
## Call: fa(r = d2_robot, nfactors = nfactors_d2_robot, rotate = "oblimin",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 h2 u2 com
## happy 0.88 -0.06 0.78 0.22 1.0
## depressed 0.88 -0.11 0.78 0.22 1.0
## fear 0.91 0.01 0.83 0.17 1.0
## angry 0.87 -0.04 0.76 0.24 1.0
## calm 0.74 0.15 0.58 0.42 1.1
## sounds -0.26 0.76 0.63 0.37 1.2
## seeing 0.06 0.80 0.64 0.36 1.0
## temperature -0.13 0.74 0.57 0.43 1.1
## odors 0.15 0.63 0.43 0.57 1.1
## depth 0.03 0.64 0.41 0.59 1.0
## computations -0.44 0.69 0.65 0.35 1.7
## thoughts 0.74 0.16 0.58 0.42 1.1
## reasoning 0.36 0.58 0.48 0.52 1.7
## remembering -0.07 0.79 0.62 0.38 1.0
## beliefs 0.80 0.12 0.66 0.34 1.0
## hungry 0.91 -0.13 0.83 0.17 1.0
## tired 0.85 -0.06 0.73 0.27 1.0
## pain 0.89 -0.11 0.80 0.20 1.0
## nauseated 0.88 -0.12 0.78 0.22 1.0
## safe 0.82 0.05 0.68 0.32 1.0
## love 0.88 -0.08 0.78 0.22 1.0
## recognizing 0.08 0.76 0.58 0.42 1.0
## communicating -0.05 0.78 0.60 0.40 1.0
## guilt 0.91 -0.06 0.83 0.17 1.0
## disrespected 0.89 -0.06 0.79 0.21 1.0
## free_will 0.73 0.02 0.54 0.46 1.0
## choices 0.14 0.71 0.52 0.48 1.1
## self_restraint 0.63 0.35 0.53 0.47 1.6
## intentions 0.60 0.34 0.49 0.51 1.6
## goal 0.08 0.77 0.61 0.39 1.0
## conscious 0.76 0.11 0.59 0.41 1.0
## self_aware 0.70 0.29 0.58 0.42 1.3
## desires 0.87 -0.03 0.75 0.25 1.0
## embarrassed 0.89 -0.08 0.80 0.20 1.0
## emo_recog 0.68 0.26 0.55 0.45 1.3
## joy 0.88 -0.04 0.78 0.22 1.0
## morality 0.61 0.36 0.52 0.48 1.6
## personality 0.65 0.27 0.51 0.49 1.3
## pleasure 0.91 0.02 0.84 0.16 1.0
## pride 0.89 -0.08 0.79 0.21 1.0
##
## MR1 MR2
## SS loadings 19.13 7.06
## Proportion Var 0.48 0.18
## Cumulative Var 0.48 0.65
## Proportion Explained 0.73 0.27
## Cumulative Proportion 0.73 1.00
##
## With factor correlations of
## MR1 MR2
## MR1 1.00 0.03
## MR2 0.03 1.00
##
## Mean item complexity = 1.1
## Test of the hypothesis that 2 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 43.28 with Chi Square of 8173.42
## The degrees of freedom for the model are 701 and the objective function was 5.13
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 204 with the empirical chi square 295.44 with prob < 1
## The total number of observations was 204 with MLE Chi Square = 961.01 with prob < 2e-10
##
## Tucker Lewis Index of factoring reliability = 0.961
## RMSEA index = 0.049 and the 90 % confidence intervals are 0.036 0.049
## BIC = -2767
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2
## Correlation of scores with factors 0.99 0.97
## Multiple R square of scores with factors 0.99 0.94
## Minimum correlation of possible factor scores 0.97 0.89
| F1 | |
|---|---|
| pleasure | 0.9140184 |
| fear | 0.9127861 |
| guilt | 0.9097826 |
| hungry | 0.9074466 |
| embarrassed | 0.8924450 |
| disrespected | 0.8905751 |
| pride | 0.8883128 |
| pain | 0.8879718 |
| joy | 0.8849706 |
| love | 0.8825691 |
| happy | 0.8818838 |
| depressed | 0.8798968 |
| nauseated | 0.8776840 |
| angry | 0.8712028 |
| desires | 0.8678645 |
| tired | 0.8538245 |
| safe | 0.8230149 |
| beliefs | 0.7975990 |
| conscious | 0.7557527 |
| calm | 0.7434575 |
| thoughts | 0.7403026 |
| free_will | 0.7325369 |
| self_aware | 0.6960900 |
| emo_recog | 0.6846974 |
| personality | 0.6485166 |
| self_restraint | 0.6264207 |
| morality | 0.6091920 |
| intentions | 0.6015667 |
| reasoning | 0.3639691 |
| odors | 0.1464328 |
| choices | 0.1416935 |
| goal | 0.0833291 |
| recognizing | 0.0770145 |
| seeing | 0.0591363 |
| depth | 0.0283582 |
| communicating | -0.0467481 |
| remembering | -0.0728508 |
| temperature | -0.1331675 |
| sounds | -0.2633899 |
| computations | -0.4372506 |
| F2 | |
|---|---|
| seeing | 0.7951653 |
| remembering | 0.7884925 |
| communicating | 0.7766840 |
| goal | 0.7730676 |
| recognizing | 0.7584561 |
| sounds | 0.7566558 |
| temperature | 0.7447196 |
| choices | 0.7059041 |
| computations | 0.6914685 |
| depth | 0.6383489 |
| odors | 0.6323190 |
| reasoning | 0.5787978 |
| morality | 0.3618524 |
| self_restraint | 0.3545855 |
| intentions | 0.3412169 |
| self_aware | 0.2918780 |
| personality | 0.2714698 |
| emo_recog | 0.2573307 |
| thoughts | 0.1569122 |
| calm | 0.1458297 |
| beliefs | 0.1189406 |
| conscious | 0.1116294 |
| safe | 0.0454009 |
| free_will | 0.0208398 |
| pleasure | 0.0160182 |
| fear | 0.0145319 |
| desires | -0.0273475 |
| angry | -0.0354818 |
| joy | -0.0425873 |
| tired | -0.0594817 |
| guilt | -0.0604850 |
| disrespected | -0.0611247 |
| happy | -0.0632205 |
| love | -0.0758114 |
| pride | -0.0764912 |
| embarrassed | -0.0804950 |
| depressed | -0.1062734 |
| pain | -0.1130480 |
| nauseated | -0.1176668 |
| hungry | -0.1264215 |
## The items do not have an equal number of response alternatives, global set to FALSE
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d2_all, nfactors = nfactors_d2_all, rotate = "none", fm = "minres",
## cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.88 -0.11 -0.13 0.80 0.195 1.1
## depressed 0.84 -0.08 -0.31 0.81 0.185 1.3
## fear 0.81 -0.32 0.28 0.84 0.164 1.6
## angry 0.83 -0.18 -0.04 0.73 0.269 1.1
## calm 0.81 -0.04 0.10 0.67 0.334 1.0
## sounds 0.16 0.64 0.50 0.68 0.315 2.1
## seeing 0.43 0.37 0.63 0.72 0.284 2.4
## temperature 0.24 0.44 0.64 0.66 0.338 2.1
## odors 0.46 0.23 0.60 0.63 0.373 2.2
## depth 0.26 0.57 0.27 0.47 0.531 1.9
## computations -0.25 0.87 -0.32 0.92 0.078 1.4
## thoughts 0.83 -0.01 0.01 0.68 0.316 1.0
## reasoning 0.44 0.63 -0.20 0.63 0.368 2.0
## remembering 0.17 0.81 0.08 0.69 0.311 1.1
## beliefs 0.69 0.17 -0.41 0.67 0.335 1.8
## hungry 0.64 -0.55 0.48 0.93 0.066 2.9
## tired 0.77 -0.37 0.34 0.84 0.158 1.9
## pain 0.72 -0.45 0.40 0.89 0.106 2.3
## nauseated 0.81 -0.22 -0.03 0.70 0.298 1.1
## safe 0.81 -0.20 0.18 0.73 0.269 1.2
## love 0.82 -0.08 -0.32 0.78 0.216 1.3
## recognizing 0.22 0.81 -0.12 0.72 0.280 1.2
## communicating 0.32 0.64 0.36 0.64 0.356 2.1
## guilt 0.74 0.03 -0.54 0.84 0.158 1.8
## disrespected 0.76 -0.03 -0.46 0.78 0.218 1.6
## free_will 0.73 -0.25 0.31 0.69 0.307 1.6
## choices 0.48 0.52 0.33 0.61 0.391 2.7
## self_restraint 0.66 0.33 -0.25 0.61 0.394 1.8
## intentions 0.72 0.05 0.28 0.60 0.397 1.3
## goal 0.40 0.57 0.36 0.61 0.392 2.6
## conscious 0.76 -0.23 0.28 0.72 0.283 1.5
## self_aware 0.80 0.07 0.00 0.64 0.359 1.0
## desires 0.85 -0.16 0.05 0.75 0.249 1.1
## embarrassed 0.71 -0.01 -0.52 0.77 0.227 1.8
## emo_recog 0.66 0.34 -0.38 0.69 0.308 2.2
## joy 0.87 -0.10 -0.13 0.78 0.219 1.1
## morality 0.53 0.46 -0.43 0.67 0.325 2.9
## personality 0.73 0.29 -0.21 0.65 0.347 1.5
## pleasure 0.85 -0.23 0.10 0.78 0.217 1.2
## pride 0.77 -0.03 -0.45 0.80 0.198 1.6
##
## MR1 MR2 MR3
## SS loadings 17.90 6.23 4.73
## Proportion Var 0.45 0.16 0.12
## Cumulative Var 0.45 0.60 0.72
## Proportion Explained 0.62 0.22 0.16
## Cumulative Proportion 0.62 0.84 1.00
##
## Mean item complexity = 1.7
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 67.35 with Chi Square of 26324.14
## The degrees of freedom for the model are 663 and the objective function was 26.36
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 406 with the empirical chi square 525.92 with prob < 1
## The total number of observations was 406 with MLE Chi Square = 10250.64 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.556
## RMSEA index = 0.193 and the 90 % confidence intervals are 0.186 NA
## BIC = 6268.43
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
## The items do not have an equal number of response alternatives, global set to FALSE
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d2_all, nfactors = nfactors_d2_all, rotate = "oblimin",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.70 0.39 0.03 0.80 0.195 1.6
## depressed 0.82 0.23 -0.08 0.81 0.185 1.2
## fear 0.28 0.77 0.13 0.84 0.164 1.3
## angry 0.58 0.48 0.03 0.73 0.269 1.9
## calm 0.47 0.46 0.22 0.67 0.334 2.4
## sounds -0.21 -0.03 0.85 0.68 0.315 1.1
## seeing -0.17 0.36 0.79 0.72 0.284 1.5
## temperature -0.30 0.23 0.81 0.66 0.338 1.4
## odors -0.14 0.45 0.68 0.63 0.373 1.8
## depth 0.04 -0.10 0.67 0.47 0.531 1.0
## computations 0.21 -0.91 0.40 0.92 0.078 1.5
## thoughts 0.56 0.39 0.18 0.68 0.316 2.0
## reasoning 0.56 -0.36 0.45 0.63 0.368 2.7
## remembering 0.17 -0.42 0.71 0.69 0.311 1.8
## beliefs 0.83 -0.07 0.01 0.67 0.335 1.0
## hungry -0.04 0.97 0.04 0.93 0.066 1.0
## tired 0.19 0.82 0.12 0.84 0.158 1.2
## pain 0.10 0.90 0.08 0.89 0.106 1.0
## nauseated 0.55 0.49 0.00 0.70 0.298 2.0
## safe 0.38 0.62 0.15 0.73 0.269 1.8
## love 0.82 0.22 -0.08 0.78 0.216 1.2
## recognizing 0.37 -0.53 0.59 0.72 0.280 2.7
## communicating 0.02 -0.06 0.80 0.64 0.356 1.0
## guilt 0.95 -0.03 -0.16 0.84 0.158 1.1
## disrespected 0.89 0.07 -0.15 0.78 0.218 1.1
## free_will 0.21 0.70 0.18 0.69 0.307 1.3
## choices 0.13 0.08 0.72 0.61 0.391 1.1
## self_restraint 0.71 -0.09 0.24 0.61 0.394 1.3
## intentions 0.28 0.48 0.38 0.60 0.397 2.6
## goal 0.06 0.03 0.76 0.61 0.392 1.0
## conscious 0.26 0.69 0.18 0.72 0.283 1.4
## self_aware 0.56 0.31 0.24 0.64 0.359 2.0
## desires 0.52 0.53 0.10 0.75 0.249 2.1
## embarrassed 0.91 -0.01 -0.19 0.77 0.227 1.1
## emo_recog 0.81 -0.18 0.16 0.69 0.308 1.2
## joy 0.69 0.38 0.04 0.78 0.219 1.6
## morality 0.78 -0.35 0.19 0.67 0.325 1.5
## personality 0.71 0.00 0.25 0.65 0.347 1.2
## pleasure 0.47 0.60 0.08 0.78 0.217 1.9
## pride 0.90 0.08 -0.14 0.80 0.198 1.1
##
## MR1 MR2 MR3
## SS loadings 12.67 9.31 6.88
## Proportion Var 0.32 0.23 0.17
## Cumulative Var 0.32 0.55 0.72
## Proportion Explained 0.44 0.32 0.24
## Cumulative Proportion 0.44 0.76 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.29 0.25
## MR2 0.29 1.00 0.06
## MR3 0.25 0.06 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 67.35 with Chi Square of 26324.14
## The degrees of freedom for the model are 663 and the objective function was 26.36
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 406 with the empirical chi square 525.92 with prob < 1
## The total number of observations was 406 with MLE Chi Square = 10250.64 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.556
## RMSEA index = 0.193 and the 90 % confidence intervals are 0.186 NA
## BIC = 6268.43
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
| F1 | |
|---|---|
| guilt | 0.9535775 |
| embarrassed | 0.9102779 |
| pride | 0.8955385 |
| disrespected | 0.8886841 |
| beliefs | 0.8290025 |
| depressed | 0.8228089 |
| love | 0.8155435 |
| emo_recog | 0.8105082 |
| morality | 0.7796098 |
| personality | 0.7117920 |
| self_restraint | 0.7058779 |
| happy | 0.6953173 |
| joy | 0.6851919 |
| angry | 0.5788629 |
| thoughts | 0.5595532 |
| reasoning | 0.5576674 |
| self_aware | 0.5571677 |
| nauseated | 0.5470788 |
| desires | 0.5153285 |
| pleasure | 0.4693335 |
| calm | 0.4681975 |
| safe | 0.3793573 |
| recognizing | 0.3698177 |
| fear | 0.2788078 |
| intentions | 0.2765728 |
| conscious | 0.2589541 |
| computations | 0.2144677 |
| free_will | 0.2125231 |
| tired | 0.1915450 |
| remembering | 0.1706651 |
| choices | 0.1309989 |
| pain | 0.1011573 |
| goal | 0.0622677 |
| depth | 0.0407803 |
| communicating | 0.0216299 |
| hungry | -0.0371528 |
| odors | -0.1403931 |
| seeing | -0.1715447 |
| sounds | -0.2102279 |
| temperature | -0.2977804 |
| F2 | |
|---|---|
| hungry | 0.9730491 |
| pain | 0.8998698 |
| tired | 0.8220191 |
| fear | 0.7672720 |
| free_will | 0.7033836 |
| conscious | 0.6883904 |
| safe | 0.6225290 |
| pleasure | 0.6049713 |
| desires | 0.5313655 |
| nauseated | 0.4947828 |
| intentions | 0.4763306 |
| angry | 0.4750855 |
| calm | 0.4590066 |
| odors | 0.4452891 |
| thoughts | 0.3874506 |
| happy | 0.3871707 |
| joy | 0.3790434 |
| seeing | 0.3580389 |
| self_aware | 0.3114572 |
| depressed | 0.2333356 |
| temperature | 0.2303137 |
| love | 0.2157570 |
| choices | 0.0763286 |
| pride | 0.0752228 |
| disrespected | 0.0652521 |
| goal | 0.0296899 |
| personality | -0.0040902 |
| embarrassed | -0.0111468 |
| sounds | -0.0281385 |
| guilt | -0.0309685 |
| communicating | -0.0583656 |
| beliefs | -0.0683519 |
| self_restraint | -0.0906944 |
| depth | -0.0978803 |
| emo_recog | -0.1781597 |
| morality | -0.3501710 |
| reasoning | -0.3573439 |
| remembering | -0.4176334 |
| recognizing | -0.5265195 |
| computations | -0.9125672 |
| F3 | |
|---|---|
| sounds | 0.8539408 |
| temperature | 0.8111799 |
| communicating | 0.7988459 |
| seeing | 0.7919868 |
| goal | 0.7588818 |
| choices | 0.7248240 |
| remembering | 0.7091640 |
| odors | 0.6750699 |
| depth | 0.6744605 |
| recognizing | 0.5897025 |
| reasoning | 0.4508654 |
| computations | 0.3982064 |
| intentions | 0.3840658 |
| personality | 0.2461863 |
| self_aware | 0.2385204 |
| self_restraint | 0.2362421 |
| calm | 0.2180908 |
| morality | 0.1907620 |
| thoughts | 0.1845226 |
| conscious | 0.1829682 |
| free_will | 0.1774112 |
| emo_recog | 0.1604502 |
| safe | 0.1487801 |
| fear | 0.1256713 |
| tired | 0.1209364 |
| desires | 0.1036911 |
| pain | 0.0841830 |
| pleasure | 0.0805060 |
| hungry | 0.0449061 |
| joy | 0.0392219 |
| happy | 0.0342915 |
| angry | 0.0272603 |
| beliefs | 0.0148058 |
| nauseated | 0.0016504 |
| depressed | -0.0782627 |
| love | -0.0837592 |
| pride | -0.1428292 |
| disrespected | -0.1499834 |
| guilt | -0.1618242 |
| embarrassed | -0.1873396 |
## lavaan (0.5-20) converged normally after 69 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 4230.103
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 13425.609
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.724
## Tucker-Lewis Index (TLI) 0.708
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -27438.805
## Loglikelihood unrestricted model (H1) -25323.753
##
## Number of free parameters 83
## Akaike (AIC) 55043.609
## Bayesian (BIC) 55376.136
## Sample-size adjusted Bayesian (BIC) 55112.766
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.108
## 90 Percent Confidence Interval 0.105 0.111
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.145
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassed 1.000
## guilt 1.101 0.070 15.767 0.000
## pride 1.265 0.077 16.366 0.000
## beliefs 1.030 0.084 12.251 0.000
## disrespected 1.135 0.075 15.097 0.000
## love 1.522 0.091 16.700 0.000
## depressed 1.481 0.085 17.360 0.000
## emo_recog 1.227 0.096 12.827 0.000
## morality 0.962 0.104 9.242 0.000
## personality 1.594 0.116 13.758 0.000
## joy 1.774 0.103 17.186 0.000
## happy 1.972 0.111 17.733 0.000
## self_restraint 1.219 0.117 10.448 0.000
## thoughts 1.774 0.119 14.951 0.000
## angry 1.707 0.113 15.146 0.000
## reasoning 0.988 0.134 7.371 0.000
## self_aware 1.811 0.128 14.195 0.000
## nauseated 1.451 0.108 13.488 0.000
## calm 1.823 0.131 13.958 0.000
## intentions 1.608 0.145 11.113 0.000
## MR2 =~
## hungry 1.000
## pain 0.934 0.040 23.276 0.000
## tired 0.839 0.036 23.414 0.000
## fear 0.819 0.036 22.782 0.000
## pleasure 0.644 0.032 20.128 0.000
## free_will 0.670 0.038 17.771 0.000
## safe 0.651 0.035 18.781 0.000
## conscious 0.721 0.037 19.286 0.000
## desires 0.589 0.032 18.308 0.000
## MR3 =~
## temperature 1.000
## seeing 1.174 0.103 11.444 0.000
## sounds 1.076 0.091 11.811 0.000
## depth 1.015 0.101 10.060 0.000
## remembering 1.229 0.108 11.433 0.000
## goal 1.270 0.108 11.755 0.000
## communicating 1.218 0.098 12.389 0.000
## choices 1.191 0.101 11.795 0.000
## odors 0.946 0.098 9.667 0.000
## recognizing 1.106 0.105 10.511 0.000
## computations 0.740 0.118 6.274 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.129 0.118 9.563 0.000
## MR3 0.279 0.052 5.404 0.000
## MR2 ~~
## MR3 0.661 0.157 4.204 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.420 0.031 13.547 0.000
## guilt 0.418 0.031 13.395 0.000
## pride 0.464 0.035 13.231 0.000
## beliefs 0.901 0.065 13.902 0.000
## disrespected 0.534 0.039 13.538 0.000
## love 0.606 0.046 13.121 0.000
## depressed 0.461 0.036 12.846 0.000
## emo_recog 1.110 0.080 13.849 0.000
## morality 1.678 0.119 14.086 0.000
## personality 1.488 0.108 13.746 0.000
## joy 0.702 0.054 12.928 0.000
## happy 0.715 0.057 12.644 0.000
## self_restraint 1.972 0.141 14.026 0.000
## thoughts 1.356 0.100 13.565 0.000
## angry 1.192 0.088 13.529 0.000
## reasoning 3.021 0.213 14.153 0.000
## self_aware 1.721 0.126 13.687 0.000
## nauseated 1.319 0.096 13.779 0.000
## calm 1.852 0.135 13.720 0.000
## intentions 2.905 0.208 13.986 0.000
## hungry 2.139 0.170 12.559 0.000
## pain 1.348 0.113 11.904 0.000
## tired 1.057 0.089 11.834 0.000
## fear 1.147 0.095 12.132 0.000
## pleasure 1.167 0.090 12.967 0.000
## free_will 1.898 0.142 13.398 0.000
## safe 1.509 0.114 13.236 0.000
## conscious 1.695 0.129 13.144 0.000
## desires 1.339 0.101 13.316 0.000
## temperature 2.169 0.165 13.134 0.000
## seeing 2.295 0.179 12.795 0.000
## sounds 1.649 0.131 12.547 0.000
## depth 2.907 0.217 13.393 0.000
## remembering 2.528 0.198 12.802 0.000
## goal 2.352 0.187 12.588 0.000
## communicating 1.606 0.134 12.009 0.000
## choices 2.035 0.162 12.559 0.000
## odors 2.906 0.215 13.504 0.000
## recognizing 2.930 0.221 13.240 0.000
## computations 5.913 0.422 14.025 0.000
## MR1 0.490 0.057 8.530 0.000
## MR2 5.240 0.502 10.436 0.000
## MR3 1.416 0.210 6.732 0.000
## lavaan (0.5-20) converged normally after 47 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 574.111
## Degrees of freedom 101
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 3556.652
## Degrees of freedom 120
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.862
## Tucker-Lewis Index (TLI) 0.836
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -11698.470
## Loglikelihood unrestricted model (H1) -11411.415
##
## Number of free parameters 35
## Akaike (AIC) 23466.941
## Bayesian (BIC) 23607.163
## Sample-size adjusted Bayesian (BIC) 23496.103
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.107
## 90 Percent Confidence Interval 0.099 0.116
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.091
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## affect =~
## happy 1.000
## depressed 0.656 0.032 20.325 0.000
## fear 1.056 0.059 17.752 0.000
## angry 0.861 0.042 20.492 0.000
## calm 0.956 0.050 19.168 0.000
## joy 0.908 0.034 26.657 0.000
## perception =~
## sounds 1.000
## seeing 1.347 0.117 11.537 0.000
## temperature 1.194 0.106 11.265 0.000
## odors 1.296 0.115 11.310 0.000
## depth 1.048 0.111 9.474 0.000
## autonomy =~
## free_will 1.000
## choices 1.023 0.097 10.532 0.000
## self_restraint 0.601 0.075 8.054 0.000
## intentions 1.146 0.101 11.308 0.000
## goal 1.044 0.103 10.156 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## affect ~~
## perception 0.569 0.106 5.380 0.000
## autonomy 1.312 0.154 8.527 0.000
## perception ~~
## autonomy 1.147 0.148 7.737 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.477 0.050 9.587 0.000
## depressed 0.613 0.048 12.714 0.000
## fear 2.270 0.172 13.183 0.000
## angry 1.030 0.081 12.677 0.000
## calm 1.523 0.118 12.944 0.000
## joy 0.475 0.046 10.362 0.000
## sounds 2.009 0.160 12.549 0.000
## seeing 1.926 0.175 11.003 0.000
## temperature 1.760 0.154 11.461 0.000
## odors 2.024 0.178 11.392 0.000
## depth 2.959 0.228 12.985 0.000
## free_will 2.644 0.206 12.832 0.000
## choices 2.367 0.188 12.576 0.000
## self_restraint 2.123 0.156 13.629 0.000
## intentions 2.069 0.176 11.776 0.000
## goal 2.888 0.225 12.834 0.000
## affect 2.145 0.185 11.617 0.000
## perception 1.280 0.198 6.469 0.000
## autonomy 1.602 0.250 6.414 0.000
## lavaan (0.5-20) converged normally after 46 iterations
##
## Number of observations 406
##
## Estimator ML
## Minimum Function Test Statistic 1736.144
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5043.034
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.672
## Tucker-Lewis Index (TLI) 0.626
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -12750.702
## Loglikelihood unrestricted model (H1) -11882.630
##
## Number of free parameters 37
## Akaike (AIC) 25575.404
## Bayesian (BIC) 25723.639
## Sample-size adjusted Bayesian (BIC) 25606.233
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.172
## 90 Percent Confidence Interval 0.164 0.179
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.155
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.909 0.055 16.465 0.000
## pain 0.972 0.062 15.579 0.000
## pleasure 0.803 0.047 17.197 0.000
## angry 0.650 0.041 15.672 0.000
## desires 0.738 0.045 16.231 0.000
## personality 0.441 0.043 10.305 0.000
## conscious 0.799 0.054 14.808 0.000
## pride 0.341 0.029 11.818 0.000
## embarrassed 0.244 0.025 9.856 0.000
## joy 0.614 0.038 15.994 0.000
## agency =~
## self_restraint 1.000
## morality 0.905 0.085 10.639 0.000
## remembering 0.902 0.118 7.642 0.000
## emo_recog 0.951 0.082 11.588 0.000
## goal 1.062 0.120 8.842 0.000
## communicating 0.902 0.107 8.460 0.000
## thoughts 1.024 0.098 10.400 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.162 0.159 7.290 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.541 0.267 13.273 0.000
## fear 1.485 0.121 12.318 0.000
## pain 2.296 0.179 12.825 0.000
## pleasure 0.864 0.074 11.659 0.000
## angry 0.998 0.078 12.782 0.000
## desires 1.065 0.085 12.475 0.000
## personality 1.986 0.143 13.911 0.000
## conscious 1.966 0.150 13.126 0.000
## pride 0.802 0.058 13.748 0.000
## embarrassed 0.682 0.049 13.948 0.000
## joy 0.799 0.063 12.616 0.000
## self_restraint 1.583 0.131 12.075 0.000
## morality 1.217 0.102 11.932 0.000
## remembering 3.759 0.278 13.512 0.000
## emo_recog 0.836 0.079 10.516 0.000
## goal 3.374 0.257 13.107 0.000
## communicating 2.796 0.211 13.256 0.000
## thoughts 1.725 0.142 12.159 0.000
## experience 3.838 0.465 8.261 0.000
## agency 1.119 0.169 6.633 0.000
# compare models (iff continuous and ML)
customVuong(d2_all_fitDD, d2_all_fitWDM, d2_all_fitGGW)
## $mod1_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 90.678, p = 2.79e-09
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -82.035, p = 1
## H1B: Model 2 fits better than Model 1
## z = -82.035, p = < 2.2e-16
##
## $mod1_v_mod3
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 65.146, p = 1.25e-08
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -90.315, p = 1
## H1B: Model 2 fits better than Model 1
## z = -90.315, p = < 2.2e-16
##
## $mod3_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 21.765, p = 7.04e-09
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -11.194, p = 1
## H1B: Model 2 fits better than Model 1
## z = -11.194, p = < 2.2e-16
##
## $winner
## [1] "WDM"
## Warning in mutate_impl(.data, dots): NAs introduced by coercion
| did_not_finish | failed_catch_trial | did_not_provide_yob | too_young | TOTAL_excluded | TOTAL_participated | OVERALL_TOTAL |
|---|---|---|---|---|---|---|
| 13 | 7 | 4 | 0 | 24 | 400 | 424 |
| condition | n |
|---|---|
| beetle | 200 |
| robot | 200 |
| all | 200 |
| condition | min_duration | max_duration | median_duration | mean_duration | sd_duration |
|---|---|---|---|---|---|
| within-subjects | 1.33 | 36.43 | 5.46 | 6.44 | 3.92 |
| condition | min_age | max_age | median_age | mean_age | sd_age |
|---|---|---|---|---|---|
| within-subjects | 20 | 68 | 33 | 36.84 | 11.28 |
| condition | m | f | other |
|---|---|---|---|
| all | 202 | 198 | 0 |
| condition | asian_east | asian_south | black | hispanic | multiracial | white |
|---|---|---|---|---|---|---|
| all | 30 | 4 | 38 | 16 | 22 | 290 |
| condition | buddhism | christianity | islam | none | other | other_prefno |
|---|---|---|---|---|---|---|
| all | 10 | 176 | 6 | 190 | 6 | 12 |
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d3_all, nfactors = nfactors_d3_all, rotate = "none", fm = "minres",
## cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.92 -0.05 -0.10 0.85 0.145 1.0
## depressed 0.86 0.00 -0.28 0.82 0.180 1.2
## fear 0.85 -0.36 0.10 0.86 0.142 1.4
## angry 0.88 -0.12 -0.12 0.80 0.196 1.1
## calm 0.87 -0.10 0.05 0.77 0.233 1.0
## sounds 0.36 0.41 0.64 0.71 0.295 2.4
## seeing 0.47 0.15 0.63 0.65 0.352 2.0
## temperature 0.49 0.17 0.67 0.71 0.288 2.0
## odors 0.60 -0.03 0.51 0.62 0.380 2.0
## depth 0.44 0.37 0.44 0.53 0.474 2.9
## computations -0.42 0.80 -0.18 0.84 0.156 1.6
## thoughts 0.87 0.05 0.00 0.76 0.243 1.0
## reasoning 0.45 0.69 -0.06 0.68 0.321 1.7
## remembering 0.25 0.73 0.21 0.63 0.367 1.4
## beliefs 0.68 0.25 -0.39 0.68 0.324 1.9
## hungry 0.74 -0.58 0.26 0.96 0.042 2.2
## tired 0.83 -0.41 0.12 0.88 0.124 1.5
## pain 0.78 -0.52 0.22 0.92 0.083 1.9
## nauseated 0.85 -0.26 -0.01 0.80 0.202 1.2
## safe 0.82 -0.24 0.10 0.74 0.263 1.2
## love 0.89 0.02 -0.18 0.82 0.180 1.1
## recognizing 0.25 0.79 0.11 0.71 0.295 1.2
## communicating 0.25 0.66 0.25 0.56 0.438 1.6
## guilt 0.80 0.14 -0.39 0.82 0.184 1.5
## disrespected 0.80 0.12 -0.36 0.79 0.213 1.4
## free_will 0.86 -0.22 0.07 0.79 0.214 1.1
## choices 0.60 0.35 0.29 0.56 0.439 2.1
## self_restraint 0.69 0.25 -0.23 0.59 0.406 1.5
## intentions 0.77 0.00 0.17 0.62 0.375 1.1
## goal 0.50 0.44 0.27 0.52 0.484 2.5
## conscious 0.87 -0.21 0.04 0.80 0.199 1.1
## self_aware 0.81 0.00 -0.02 0.65 0.351 1.0
## desires 0.88 -0.23 0.08 0.84 0.161 1.1
## embarrassed 0.78 0.09 -0.45 0.83 0.174 1.6
## emo_recog 0.68 0.43 -0.23 0.70 0.301 1.9
## joy 0.90 -0.05 -0.13 0.83 0.173 1.0
## morality 0.48 0.57 -0.31 0.66 0.340 2.5
## personality 0.75 0.33 -0.14 0.69 0.307 1.4
## pleasure 0.89 -0.24 0.02 0.84 0.156 1.1
## pride 0.82 0.09 -0.37 0.82 0.180 1.4
##
## MR1 MR2 MR3
## SS loadings 20.83 5.43 3.36
## Proportion Var 0.52 0.14 0.08
## Cumulative Var 0.52 0.66 0.74
## Proportion Explained 0.70 0.18 0.11
## Cumulative Proportion 0.70 0.89 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 92.65 with Chi Square of 35656.62
## The degrees of freedom for the model are 663 and the objective function was 47.49
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 400 with the empirical chi square 591.25 with prob < 0.98
## The total number of observations was 400 with MLE Chi Square = 18180.82 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.406
## RMSEA index = 0.263 and the 90 % confidence intervals are 0.254 NA
## BIC = 14208.48
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d3_all, nfactors = nfactors_d3_all, rotate = "oblimin",
## fm = "minres", cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.77 0.25 0.12 0.85 0.145 1.3
## depressed 0.89 0.12 -0.05 0.82 0.180 1.0
## fear 0.49 0.59 0.17 0.86 0.142 2.1
## angry 0.74 0.30 0.07 0.80 0.196 1.3
## calm 0.60 0.33 0.24 0.77 0.233 1.9
## sounds -0.18 -0.07 0.91 0.71 0.295 1.1
## seeing -0.14 0.20 0.82 0.65 0.352 1.2
## temperature -0.15 0.19 0.86 0.71 0.288 1.2
## odors 0.02 0.36 0.65 0.62 0.380 1.6
## depth 0.04 -0.09 0.71 0.53 0.474 1.0
## computations -0.01 -0.92 0.06 0.84 0.156 1.0
## thoughts 0.67 0.17 0.25 0.76 0.243 1.4
## reasoning 0.52 -0.56 0.36 0.68 0.321 2.7
## remembering 0.16 -0.55 0.59 0.63 0.367 2.1
## beliefs 0.89 -0.20 -0.10 0.68 0.324 1.1
## hungry 0.23 0.83 0.20 0.96 0.042 1.3
## tired 0.46 0.64 0.16 0.88 0.124 2.0
## pain 0.30 0.76 0.20 0.92 0.083 1.5
## nauseated 0.61 0.46 0.10 0.80 0.202 1.9
## safe 0.49 0.47 0.21 0.74 0.263 2.4
## love 0.83 0.14 0.06 0.82 0.180 1.1
## recognizing 0.25 -0.65 0.52 0.71 0.295 2.2
## communicating 0.11 -0.48 0.60 0.56 0.438 2.0
## guilt 0.96 -0.06 -0.12 0.82 0.184 1.0
## disrespected 0.93 -0.03 -0.09 0.79 0.213 1.0
## free_will 0.55 0.44 0.20 0.79 0.214 2.2
## choices 0.28 -0.08 0.59 0.56 0.439 1.5
## self_restraint 0.76 -0.14 0.07 0.59 0.406 1.1
## intentions 0.45 0.25 0.37 0.62 0.375 2.6
## goal 0.24 -0.19 0.59 0.52 0.484 1.6
## conscious 0.58 0.43 0.18 0.80 0.199 2.1
## self_aware 0.63 0.20 0.19 0.65 0.351 1.4
## desires 0.56 0.47 0.21 0.84 0.161 2.2
## embarrassed 0.99 -0.04 -0.20 0.83 0.174 1.1
## emo_recog 0.79 -0.31 0.14 0.70 0.301 1.4
## joy 0.78 0.24 0.09 0.83 0.173 1.2
## morality 0.73 -0.52 0.07 0.66 0.340 1.8
## personality 0.75 -0.17 0.20 0.69 0.307 1.2
## pleasure 0.61 0.46 0.15 0.84 0.156 2.0
## pride 0.95 -0.01 -0.11 0.82 0.180 1.0
##
## MR1 MR2 MR3
## SS loadings 15.87 7.13 6.62
## Proportion Var 0.40 0.18 0.17
## Cumulative Var 0.40 0.58 0.74
## Proportion Explained 0.54 0.24 0.22
## Cumulative Proportion 0.54 0.78 1.00
##
## With factor correlations of
## MR1 MR2 MR3
## MR1 1.00 0.26 0.44
## MR2 0.26 1.00 0.12
## MR3 0.44 0.12 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 92.65 with Chi Square of 35656.62
## The degrees of freedom for the model are 663 and the objective function was 47.49
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 400 with the empirical chi square 591.25 with prob < 0.98
## The total number of observations was 400 with MLE Chi Square = 18180.82 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.406
## RMSEA index = 0.263 and the 90 % confidence intervals are 0.254 NA
## BIC = 14208.48
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
| F1 | |
|---|---|
| embarrassed | 0.9887106 |
| guilt | 0.9623224 |
| pride | 0.9516493 |
| disrespected | 0.9318657 |
| beliefs | 0.8895247 |
| depressed | 0.8869232 |
| love | 0.8277407 |
| emo_recog | 0.7903127 |
| joy | 0.7788934 |
| happy | 0.7691707 |
| self_restraint | 0.7633349 |
| personality | 0.7521296 |
| angry | 0.7417027 |
| morality | 0.7348283 |
| thoughts | 0.6664521 |
| self_aware | 0.6275805 |
| pleasure | 0.6109389 |
| nauseated | 0.6093880 |
| calm | 0.5993931 |
| conscious | 0.5835354 |
| desires | 0.5620457 |
| free_will | 0.5528524 |
| reasoning | 0.5223481 |
| fear | 0.4940615 |
| safe | 0.4867439 |
| tired | 0.4567330 |
| intentions | 0.4450577 |
| pain | 0.3039873 |
| choices | 0.2819293 |
| recognizing | 0.2458594 |
| goal | 0.2428450 |
| hungry | 0.2334461 |
| remembering | 0.1550844 |
| communicating | 0.1076928 |
| depth | 0.0423794 |
| odors | 0.0227834 |
| computations | -0.0132773 |
| seeing | -0.1415658 |
| temperature | -0.1546766 |
| sounds | -0.1800227 |
| F2 | |
|---|---|
| hungry | 0.8280322 |
| pain | 0.7594066 |
| tired | 0.6370217 |
| fear | 0.5852712 |
| safe | 0.4717064 |
| desires | 0.4654820 |
| nauseated | 0.4582278 |
| pleasure | 0.4564144 |
| free_will | 0.4445940 |
| conscious | 0.4299414 |
| odors | 0.3569902 |
| calm | 0.3283755 |
| angry | 0.2977164 |
| intentions | 0.2527546 |
| happy | 0.2487241 |
| joy | 0.2351078 |
| self_aware | 0.1987835 |
| seeing | 0.1984325 |
| temperature | 0.1914984 |
| thoughts | 0.1745895 |
| love | 0.1449541 |
| depressed | 0.1200602 |
| pride | -0.0073606 |
| disrespected | -0.0292760 |
| embarrassed | -0.0376963 |
| guilt | -0.0611414 |
| sounds | -0.0724983 |
| choices | -0.0791271 |
| depth | -0.0885563 |
| self_restraint | -0.1394886 |
| personality | -0.1652057 |
| goal | -0.1929187 |
| beliefs | -0.2005438 |
| emo_recog | -0.3076844 |
| communicating | -0.4806015 |
| morality | -0.5234689 |
| remembering | -0.5490608 |
| reasoning | -0.5560390 |
| recognizing | -0.6483034 |
| computations | -0.9204503 |
| F3 | |
|---|---|
| sounds | 0.9052251 |
| temperature | 0.8633502 |
| seeing | 0.8165997 |
| depth | 0.7117330 |
| odors | 0.6492184 |
| communicating | 0.5967781 |
| choices | 0.5924006 |
| remembering | 0.5882180 |
| goal | 0.5872050 |
| recognizing | 0.5217164 |
| intentions | 0.3714754 |
| reasoning | 0.3581492 |
| thoughts | 0.2534730 |
| calm | 0.2371401 |
| safe | 0.2133668 |
| desires | 0.2112347 |
| pain | 0.2008336 |
| hungry | 0.1994739 |
| personality | 0.1991420 |
| free_will | 0.1986224 |
| self_aware | 0.1923984 |
| conscious | 0.1845408 |
| fear | 0.1673922 |
| tired | 0.1591889 |
| pleasure | 0.1501230 |
| emo_recog | 0.1373826 |
| happy | 0.1204641 |
| nauseated | 0.0989030 |
| joy | 0.0856734 |
| morality | 0.0720772 |
| angry | 0.0662490 |
| self_restraint | 0.0662464 |
| love | 0.0639495 |
| computations | 0.0611026 |
| depressed | -0.0469676 |
| disrespected | -0.0949855 |
| beliefs | -0.1016768 |
| pride | -0.1131357 |
| guilt | -0.1176527 |
| embarrassed | -0.2046707 |
## lavaan (0.5-20) converged normally after 71 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 3764.517
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 13689.925
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.765
## Tucker-Lewis Index (TLI) 0.752
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -28661.020
## Loglikelihood unrestricted model (H1) -26778.761
##
## Number of free parameters 83
## Akaike (AIC) 57488.040
## Bayesian (BIC) 57819.331
## Sample-size adjusted Bayesian (BIC) 57555.967
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.101
## 90 Percent Confidence Interval 0.098 0.105
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.129
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassed 1.000
## guilt 1.041 0.073 14.326 0.000
## pride 1.344 0.090 14.965 0.000
## beliefs 0.950 0.081 11.730 0.000
## disrespected 1.079 0.076 14.266 0.000
## love 1.613 0.099 16.261 0.000
## depressed 1.310 0.083 15.788 0.000
## emo_recog 1.187 0.097 12.184 0.000
## morality 0.849 0.100 8.499 0.000
## personality 1.525 0.111 13.684 0.000
## joy 1.810 0.106 17.034 0.000
## happy 1.848 0.108 17.182 0.000
## self_restraint 1.316 0.109 12.106 0.000
## thoughts 1.857 0.120 15.486 0.000
## angry 1.803 0.112 16.098 0.000
## reasoning 0.915 0.118 7.782 0.000
## self_aware 1.664 0.120 13.875 0.000
## nauseated 1.663 0.112 14.884 0.000
## calm 1.865 0.123 15.194 0.000
## intentions 1.575 0.128 12.274 0.000
## MR2 =~
## hungry 1.000
## pain 0.946 0.043 21.809 0.000
## tired 0.931 0.041 22.820 0.000
## fear 0.904 0.040 22.733 0.000
## pleasure 0.798 0.036 22.144 0.000
## free_will 0.821 0.041 20.210 0.000
## safe 0.777 0.040 19.440 0.000
## conscious 0.862 0.042 20.711 0.000
## desires 0.817 0.036 22.660 0.000
## MR3 =~
## temperature 1.000
## seeing 0.864 0.077 11.193 0.000
## sounds 0.825 0.068 12.084 0.000
## depth 0.959 0.083 11.602 0.000
## remembering 0.857 0.083 10.366 0.000
## goal 0.971 0.088 11.082 0.000
## communicating 0.787 0.080 9.816 0.000
## choices 0.947 0.084 11.342 0.000
## odors 0.959 0.090 10.687 0.000
## recognizing 0.828 0.085 9.730 0.000
## computations -0.034 0.105 -0.322 0.747
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 1.719 0.172 9.986 0.000
## MR3 0.618 0.088 7.053 0.000
## MR2 ~~
## MR3 1.411 0.209 6.758 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 0.828 0.061 13.667 0.000
## guilt 0.760 0.056 13.580 0.000
## pride 1.034 0.077 13.454 0.000
## beliefs 1.311 0.095 13.872 0.000
## disrespected 0.831 0.061 13.590 0.000
## love 0.929 0.071 13.039 0.000
## depressed 0.738 0.056 13.225 0.000
## emo_recog 1.812 0.131 13.836 0.000
## morality 2.538 0.181 14.031 0.000
## personality 1.970 0.144 13.678 0.000
## joy 0.824 0.065 12.573 0.000
## happy 0.795 0.064 12.447 0.000
## self_restraint 2.276 0.164 13.843 0.000
## thoughts 1.653 0.124 13.320 0.000
## angry 1.240 0.095 13.109 0.000
## reasoning 3.654 0.260 14.052 0.000
## self_aware 2.220 0.163 13.651 0.000
## nauseated 1.624 0.121 13.472 0.000
## calm 1.844 0.138 13.399 0.000
## intentions 3.114 0.225 13.829 0.000
## hungry 2.275 0.178 12.815 0.000
## pain 1.805 0.143 12.643 0.000
## tired 1.421 0.116 12.297 0.000
## fear 1.366 0.111 12.330 0.000
## pleasure 1.202 0.096 12.539 0.000
## free_will 1.841 0.141 13.037 0.000
## safe 1.894 0.144 13.181 0.000
## conscious 1.851 0.143 12.929 0.000
## desires 1.132 0.092 12.358 0.000
## temperature 2.097 0.172 12.168 0.000
## seeing 2.243 0.176 12.768 0.000
## sounds 1.527 0.124 12.298 0.000
## depth 2.427 0.193 12.573 0.000
## remembering 2.857 0.218 13.082 0.000
## goal 2.935 0.229 12.816 0.000
## communicating 2.852 0.215 13.247 0.000
## choices 2.573 0.203 12.700 0.000
## odors 3.242 0.250 12.970 0.000
## recognizing 3.241 0.244 13.270 0.000
## computations 7.374 0.521 14.141 0.000
## MR1 0.813 0.101 8.019 0.000
## MR2 5.356 0.520 10.289 0.000
## MR3 1.914 0.257 7.440 0.000
## lavaan (0.5-20) converged normally after 50 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 391.505
## Degrees of freedom 101
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 3807.455
## Degrees of freedom 120
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.921
## Tucker-Lewis Index (TLI) 0.906
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -11842.660
## Loglikelihood unrestricted model (H1) -11646.907
##
## Number of free parameters 35
## Akaike (AIC) 23755.320
## Bayesian (BIC) 23895.021
## Sample-size adjusted Bayesian (BIC) 23783.964
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.085
## 90 Percent Confidence Interval 0.076 0.094
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.069
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## affect =~
## happy 1.000
## depressed 0.652 0.033 19.860 0.000
## fear 1.101 0.053 20.924 0.000
## angry 0.970 0.040 24.032 0.000
## calm 1.017 0.046 21.902 0.000
## joy 0.972 0.036 27.273 0.000
## perception =~
## sounds 1.000
## seeing 1.109 0.096 11.575 0.000
## temperature 1.295 0.102 12.650 0.000
## odors 1.333 0.112 11.865 0.000
## depth 1.083 0.101 10.701 0.000
## autonomy =~
## free_will 1.000
## choices 0.666 0.055 12.057 0.000
## self_restraint 0.616 0.051 12.027 0.000
## intentions 0.913 0.058 15.710 0.000
## goal 0.574 0.059 9.665 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## affect ~~
## perception 0.906 0.133 6.832 0.000
## autonomy 2.727 0.250 10.891 0.000
## perception ~~
## autonomy 1.395 0.173 8.058 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.647 0.063 10.310 0.000
## depressed 0.891 0.069 12.976 0.000
## fear 2.203 0.172 12.795 0.000
## angry 1.131 0.094 12.094 0.000
## calm 1.649 0.131 12.606 0.000
## joy 0.723 0.066 10.899 0.000
## sounds 1.477 0.128 11.542 0.000
## seeing 2.007 0.170 11.795 0.000
## temperature 1.742 0.167 10.433 0.000
## odors 2.598 0.226 11.515 0.000
## depth 2.604 0.210 12.426 0.000
## free_will 1.974 0.185 10.656 0.000
## choices 2.747 0.210 13.089 0.000
## self_restraint 2.365 0.181 13.097 0.000
## intentions 2.228 0.192 11.621 0.000
## goal 3.593 0.265 13.550 0.000
## affect 2.926 0.252 11.603 0.000
## perception 1.352 0.186 7.272 0.000
## autonomy 3.479 0.379 9.167 0.000
## lavaan (0.5-20) converged normally after 46 iterations
##
## Number of observations 400
##
## Estimator ML
## Minimum Function Test Statistic 1456.993
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 5368.619
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.746
## Tucker-Lewis Index (TLI) 0.710
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -13320.986
## Loglikelihood unrestricted model (H1) -12592.489
##
## Number of free parameters 37
## Akaike (AIC) 26715.972
## Bayesian (BIC) 26863.656
## Sample-size adjusted Bayesian (BIC) 26746.253
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.157
## 90 Percent Confidence Interval 0.150 0.164
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.131
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 0.990 0.056 17.669 0.000
## pain 0.969 0.061 15.954 0.000
## pleasure 0.927 0.050 18.567 0.000
## angry 0.793 0.046 17.154 0.000
## desires 0.931 0.050 18.465 0.000
## personality 0.565 0.048 11.890 0.000
## conscious 0.974 0.057 17.198 0.000
## pride 0.490 0.038 12.870 0.000
## embarrassed 0.360 0.031 11.591 0.000
## joy 0.760 0.044 17.375 0.000
## agency =~
## self_restraint 1.000
## morality 0.750 0.078 9.623 0.000
## remembering 0.620 0.089 6.980 0.000
## emo_recog 0.929 0.078 11.858 0.000
## goal 0.855 0.095 8.970 0.000
## communicating 0.581 0.086 6.727 0.000
## thoughts 1.266 0.099 12.835 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 1.984 0.229 8.655 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 3.432 0.258 13.328 0.000
## fear 1.631 0.131 12.455 0.000
## pain 2.657 0.202 13.154 0.000
## pleasure 1.009 0.086 11.750 0.000
## angry 1.244 0.098 12.725 0.000
## desires 1.064 0.090 11.852 0.000
## personality 2.519 0.183 13.788 0.000
## conscious 1.850 0.146 12.705 0.000
## pride 1.494 0.109 13.693 0.000
## embarrassed 1.098 0.079 13.813 0.000
## joy 1.062 0.084 12.618 0.000
## self_restraint 2.011 0.168 11.985 0.000
## morality 2.182 0.167 13.033 0.000
## remembering 3.618 0.264 13.688 0.000
## emo_recog 1.512 0.130 11.658 0.000
## goal 3.514 0.265 13.249 0.000
## communicating 3.472 0.253 13.727 0.000
## thoughts 1.778 0.174 10.210 0.000
## experience 4.199 0.490 8.576 0.000
## agency 1.673 0.236 7.096 0.000
# compare models (iff continuous and ML)
customVuong(d3_all_fitDD, d3_all_fitWDM, d3_all_fitGGW)
## $mod1_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 93.741, p = 6e-09
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -86.854, p = 1
## H1B: Model 2 fits better than Model 1
## z = -86.854, p = < 2.2e-16
##
## $mod1_v_mod3
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 59.821, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -99.167, p = 1
## H1B: Model 2 fits better than Model 1
## z = -99.167, p = < 2.2e-16
##
## $mod3_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 27.619, p = 3.18e-08
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -14.065, p = 1
## H1B: Model 2 fits better than Model 1
## z = -14.065, p = < 2.2e-16
##
## $winner
## [1] "WDM"
| did_not_finish | failed_catch_trial | did_not_provide_yob | too_young | TOTAL_excluded | TOTAL_participated | OVERALL_TOTAL |
|---|---|---|---|---|---|---|
| 15 | 24 | 1 | 0 | 40 | 431 | 471 |
| condition | n |
|---|---|
| adult | 21 |
| bear | 20 |
| beetle | 19 |
| bluejay | 20 |
| car | 23 |
| child | 20 |
| chimpanzee | 21 |
| computer | 22 |
| dog | 24 |
| dolphin | 22 |
| elephant | 21 |
| fetus | 20 |
| fish | 20 |
| frog | 21 |
| goat | 20 |
| infant | 19 |
| microbe | 20 |
| mouse | 18 |
| pvs | 21 |
| robot | 22 |
| stapler | 17 |
| all | 431 |
| condition | min_duration | max_duration | median_duration | mean_duration | sd_duration |
|---|---|---|---|---|---|
| adult | 1.20 | 41.08 | 2.57 | 6.99 | 11.38 |
| bear | 1.65 | 8.07 | 3.53 | 3.84 | 1.78 |
| beetle | 1.40 | 4.70 | 2.78 | 2.82 | 0.92 |
| bluejay | 1.68 | 12.95 | 3.50 | 4.21 | 2.78 |
| car | 0.62 | 28.50 | 2.22 | 3.47 | 5.57 |
| child | 1.57 | 7.02 | 3.15 | 3.56 | 1.45 |
| chimpanzee | 2.08 | 5.88 | 3.48 | 3.61 | 1.31 |
| computer | 1.30 | 21.77 | 2.75 | 4.33 | 4.39 |
| dog | 1.80 | 7.97 | 2.79 | 3.11 | 1.59 |
| dolphin | 0.70 | 11.18 | 2.96 | 3.93 | 2.42 |
| elephant | 1.27 | 5.08 | 2.47 | 2.87 | 1.04 |
| fetus | 1.42 | 12.33 | 2.72 | 3.40 | 2.35 |
| fish | 1.35 | 7.97 | 3.37 | 3.40 | 1.65 |
| frog | 1.80 | 32.23 | 3.52 | 6.31 | 6.80 |
| goat | 1.63 | 9.17 | 3.38 | 4.20 | 2.57 |
| infant | 1.78 | 45.18 | 4.05 | 6.06 | 9.65 |
| microbe | 1.02 | 42.28 | 2.73 | 4.69 | 8.92 |
| mouse | 1.50 | 7.92 | 3.40 | 3.78 | 1.76 |
| pvs | 1.13 | 7.58 | 2.22 | 2.72 | 1.54 |
| robot | 1.72 | 22.15 | 3.38 | 4.43 | 4.24 |
| stapler | 1.17 | 13.17 | 1.67 | 2.92 | 2.86 |
| all | 0.62 | 45.18 | 2.88 | 4.03 | 4.76 |
## Joining by: c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
## Warning: joining character vector and factor, coercing into character
## vector
| condition | min_age | max_age | median_age | mean_age | sd_age |
|---|---|---|---|---|---|
| adult | 22 | 55 | 30.0 | 30.86 | 7.83 |
| bear | 20 | 64 | 35.5 | 35.75 | 11.74 |
| beetle | 21 | 45 | 30.0 | 30.37 | 5.22 |
| bluejay | 24 | 60 | 35.0 | 38.20 | 11.00 |
| car | 21 | 55 | 34.0 | 33.96 | 9.47 |
| child | 22 | 68 | 33.5 | 36.25 | 12.13 |
| chimpanzee | 22 | 57 | 35.0 | 36.48 | 10.88 |
| computer | 23 | 59 | 34.0 | 35.14 | 11.15 |
| dog | 19 | 61 | 30.5 | 33.42 | 11.10 |
| dolphin | 24 | 65 | 33.5 | 37.82 | 11.74 |
| elephant | 22 | 66 | 34.0 | 40.24 | 13.51 |
| fetus | 21 | 70 | 31.0 | 34.30 | 10.85 |
| fish | 21 | 66 | 33.5 | 36.65 | 12.77 |
| frog | 24 | 60 | 34.0 | 36.86 | 9.66 |
| goat | 18 | 64 | 30.0 | 34.90 | 12.93 |
| infant | 22 | 54 | 32.0 | 34.42 | 9.11 |
| microbe | 20 | 58 | 32.5 | 37.75 | 12.37 |
| mouse | 21 | 59 | 40.5 | 39.89 | 11.93 |
| pvs | 24 | 65 | 34.0 | 35.24 | 9.59 |
| robot | 23 | 59 | 40.5 | 41.91 | 11.27 |
| stapler | 22 | 70 | 34.0 | 36.41 | 12.08 |
| all | 18 | 70 | 34.0 | 36.03 | 11.11 |
| condition | m | f | other |
|---|---|---|---|
| adult | 16 | 5 | 0 |
| bear | 9 | 11 | 0 |
| beetle | 11 | 8 | 0 |
| bluejay | 5 | 15 | 0 |
| car | 12 | 11 | 0 |
| child | 10 | 9 | 1 |
| chimpanzee | 13 | 8 | 0 |
| computer | 11 | 11 | 0 |
| dog | 14 | 10 | 0 |
| dolphin | 12 | 10 | 0 |
| elephant | 7 | 14 | 0 |
| fetus | 13 | 7 | 0 |
| fish | 9 | 11 | 0 |
| frog | 12 | 9 | 0 |
| goat | 9 | 11 | 0 |
| infant | 12 | 6 | 1 |
| microbe | 11 | 9 | 0 |
| mouse | 8 | 9 | 1 |
| pvs | 11 | 10 | 0 |
| robot | 8 | 14 | 0 |
| stapler | 10 | 7 | 0 |
| all | 223 | 205 | 3 |
| condition | asian_east | asian_other | asian_south | black | hispanic | middle_eastern | multiracial | native_american | other_prefno | white |
|---|---|---|---|---|---|---|---|---|---|---|
| adult | 1 | 1 | 0 | 4 | 0 | 1 | 0 | 0 | 0 | 14 |
| bear | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 16 |
| beetle | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 16 |
| bluejay | 0 | 0 | 1 | 3 | 0 | 0 | 1 | 0 | 0 | 15 |
| car | 2 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 17 |
| child | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 17 |
| chimpanzee | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 18 |
| computer | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 18 |
| dog | 2 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 19 |
| dolphin | 2 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 16 |
| elephant | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 17 |
| fetus | 1 | 0 | 0 | 0 | 4 | 0 | 2 | 0 | 0 | 13 |
| fish | 2 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 14 |
| frog | 2 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 15 |
| goat | 1 | 0 | 0 | 3 | 1 | 0 | 1 | 0 | 0 | 14 |
| infant | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 1 | 14 |
| microbe | 2 | 0 | 0 | 1 | 0 | 0 | 3 | 0 | 1 | 13 |
| mouse | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 |
| pvs | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 17 |
| robot | 1 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 18 |
| stapler | 1 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 13 |
| all | 26 | 4 | 4 | 26 | 20 | 1 | 16 | 1 | 3 | 330 |
| condition | some_HS | HS_diploma | some_college | associates | bachelors | some_grad | grad | pref_no |
|---|---|---|---|---|---|---|---|---|
| adult | 0 | 1 | 5 | 0 | 7 | 3 | 5 | 0 |
| bear | 1 | 1 | 7 | 7 | 3 | 1 | 0 | 0 |
| beetle | 0 | 3 | 3 | 4 | 6 | 1 | 2 | 0 |
| bluejay | 0 | 2 | 3 | 2 | 9 | 2 | 2 | 0 |
| car | 1 | 0 | 7 | 4 | 7 | 1 | 3 | 0 |
| child | 0 | 1 | 6 | 1 | 7 | 1 | 3 | 1 |
| chimpanzee | 0 | 1 | 12 | 0 | 5 | 0 | 2 | 1 |
| computer | 0 | 2 | 6 | 2 | 9 | 1 | 2 | 0 |
| dog | 0 | 3 | 5 | 1 | 10 | 1 | 4 | 0 |
| dolphin | 0 | 4 | 4 | 3 | 6 | 3 | 2 | 0 |
| elephant | 0 | 2 | 5 | 3 | 7 | 0 | 4 | 0 |
| fetus | 0 | 2 | 9 | 4 | 4 | 1 | 0 | 0 |
| fish | 0 | 3 | 5 | 1 | 6 | 3 | 2 | 0 |
| frog | 0 | 2 | 7 | 1 | 7 | 1 | 3 | 0 |
| goat | 1 | 3 | 5 | 5 | 5 | 0 | 1 | 0 |
| infant | 0 | 2 | 2 | 2 | 8 | 0 | 3 | 2 |
| microbe | 0 | 4 | 3 | 2 | 9 | 1 | 1 | 0 |
| mouse | 0 | 1 | 5 | 2 | 7 | 0 | 3 | 0 |
| pvs | 0 | 1 | 4 | 3 | 9 | 2 | 1 | 1 |
| robot | 0 | 3 | 3 | 2 | 10 | 1 | 3 | 0 |
| stapler | 0 | 0 | 5 | 2 | 5 | 0 | 5 | 0 |
| all | 3 | 41 | 111 | 51 | 146 | 23 | 51 | 5 |
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Factor Analysis using method = minres
## Call: fa(r = d4_all, nfactors = nfactors_d4_all, rotate = "none", fm = "minres",
## cor = "poly")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## happy 0.91 -0.08 -0.24 0.89 0.107 1.2
## depressed 0.88 0.09 -0.16 0.82 0.182 1.1
## fear 0.88 -0.36 -0.08 0.91 0.094 1.4
## angry 0.90 -0.09 -0.12 0.83 0.170 1.1
## calm 0.89 -0.19 -0.13 0.84 0.160 1.1
## sounds 0.78 -0.32 0.42 0.88 0.118 1.9
## seeing 0.84 -0.29 0.28 0.88 0.121 1.5
## temperature 0.71 -0.31 0.48 0.83 0.174 2.2
## odors 0.84 -0.24 0.19 0.80 0.200 1.3
## depth 0.77 0.03 0.41 0.75 0.246 1.5
## computations 0.29 0.78 0.44 0.89 0.114 1.9
## thoughts 0.88 -0.01 -0.10 0.79 0.207 1.0
## reasoning 0.80 0.36 0.19 0.80 0.201 1.5
## remembering 0.79 0.15 0.40 0.81 0.189 1.6
## beliefs 0.76 0.50 -0.19 0.87 0.128 1.9
## hungry 0.86 -0.45 -0.14 0.96 0.040 1.6
## tired 0.89 -0.36 -0.10 0.94 0.063 1.3
## pain 0.88 -0.41 -0.14 0.96 0.043 1.5
## nauseated 0.87 -0.17 -0.15 0.81 0.193 1.1
## safe 0.88 -0.21 -0.08 0.83 0.168 1.1
## love 0.88 0.01 -0.26 0.85 0.153 1.2
## recognizing 0.83 0.01 0.19 0.72 0.276 1.1
## communicating 0.79 -0.04 0.39 0.78 0.216 1.5
## guilt 0.84 0.37 -0.24 0.90 0.101 1.6
## disrespected 0.83 0.35 -0.17 0.84 0.156 1.4
## free_will 0.86 -0.06 -0.03 0.74 0.257 1.0
## choices 0.83 0.01 0.32 0.79 0.205 1.3
## self_restraint 0.82 0.35 0.07 0.80 0.195 1.4
## intentions 0.86 0.05 0.04 0.74 0.257 1.0
## goal 0.73 0.15 0.34 0.67 0.328 1.5
## conscious 0.86 -0.16 -0.04 0.78 0.224 1.1
## self_aware 0.82 0.22 -0.02 0.71 0.286 1.1
## desires 0.91 -0.11 -0.09 0.85 0.153 1.1
## embarrassed 0.81 0.41 -0.28 0.90 0.099 1.8
## emo_recog 0.83 0.30 -0.04 0.79 0.213 1.3
## joy 0.92 -0.07 -0.20 0.90 0.099 1.1
## morality 0.78 0.48 -0.06 0.84 0.158 1.7
## personality 0.92 0.00 -0.12 0.86 0.140 1.0
## pleasure 0.93 -0.20 -0.11 0.91 0.088 1.1
## pride 0.88 0.24 -0.18 0.87 0.131 1.2
##
## MR1 MR2 MR3
## SS loadings 28.05 3.21 2.09
## Proportion Var 0.70 0.08 0.05
## Cumulative Var 0.70 0.78 0.83
## Proportion Explained 0.84 0.10 0.06
## Cumulative Proportion 0.84 0.94 1.00
##
## Mean item complexity = 1.4
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 110.45 with Chi Square of 45928.21
## The degrees of freedom for the model are 663 and the objective function was 48.75
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 431 with the empirical chi square 395.68 with prob < 1
## The total number of observations was 431 with MLE Chi Square = 20176.3 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.489
## RMSEA index = 0.267 and the 90 % confidence intervals are 0.258 NA
## BIC = 16154.47
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
## Warning in cor.smooth(mat): Matrix was not positive definite, smoothing was
## done
## Warning in fac(r = r, nfactors = nfactors, n.obs = n.obs, rotate =
## rotate, : A Heywood case was detected. Examine the loadings carefully.
## Factor Analysis using method = minres
## Call: fa(r = d4_all, nfactors = nfactors_d4_all, rotate = "oblimin",
## fm = "minres", cor = "poly")
##
## Warning: A Heywood case was detected.
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR3 MR2 h2 u2 com
## happy 0.78 0.10 0.31 0.89 0.107 1.3
## depressed 0.80 0.11 0.11 0.82 0.182 1.1
## fear 0.40 0.42 0.44 0.91 0.094 3.0
## angry 0.65 0.25 0.24 0.83 0.170 1.6
## calm 0.58 0.28 0.33 0.84 0.160 2.1
## sounds -0.13 0.99 0.09 0.88 0.118 1.1
## seeing 0.07 0.83 0.16 0.88 0.121 1.1
## temperature -0.23 1.03 0.05 0.83 0.174 1.1
## odors 0.20 0.68 0.18 0.80 0.200 1.3
## depth 0.11 0.82 -0.19 0.75 0.246 1.1
## computations 0.28 0.33 -0.89 0.89 0.114 1.5
## thoughts 0.67 0.23 0.16 0.79 0.207 1.4
## reasoning 0.57 0.41 -0.33 0.80 0.201 2.5
## remembering 0.22 0.76 -0.28 0.81 0.189 1.5
## beliefs 1.03 -0.16 -0.22 0.87 0.128 1.1
## hungry 0.39 0.37 0.56 0.96 0.040 2.6
## tired 0.43 0.40 0.46 0.94 0.063 3.0
## pain 0.43 0.37 0.52 0.96 0.043 2.8
## nauseated 0.60 0.24 0.32 0.81 0.193 1.9
## safe 0.51 0.35 0.32 0.83 0.168 2.5
## love 0.84 0.03 0.24 0.85 0.153 1.2
## recognizing 0.36 0.57 -0.03 0.72 0.276 1.7
## communicating 0.10 0.84 -0.12 0.78 0.216 1.1
## guilt 1.03 -0.12 -0.08 0.90 0.101 1.0
## disrespected 0.95 -0.03 -0.10 0.84 0.156 1.0
## free_will 0.55 0.34 0.15 0.74 0.257 1.9
## choices 0.23 0.74 -0.11 0.79 0.205 1.2
## self_restraint 0.71 0.27 -0.24 0.80 0.195 1.5
## intentions 0.55 0.38 0.03 0.74 0.257 1.8
## goal 0.24 0.66 -0.26 0.67 0.328 1.6
## conscious 0.49 0.37 0.25 0.78 0.224 2.4
## self_aware 0.70 0.21 -0.09 0.71 0.286 1.2
## desires 0.61 0.30 0.25 0.85 0.153 1.8
## embarrassed 1.08 -0.21 -0.08 0.90 0.099 1.1
## emo_recog 0.79 0.15 -0.14 0.79 0.213 1.1
## joy 0.76 0.15 0.28 0.90 0.099 1.3
## morality 0.89 0.03 -0.29 0.84 0.158 1.2
## personality 0.71 0.23 0.17 0.86 0.140 1.3
## pleasure 0.58 0.32 0.34 0.91 0.088 2.2
## pride 0.92 0.02 0.01 0.87 0.131 1.0
##
## MR1 MR3 MR2
## SS loadings 18.15 11.47 3.72
## Proportion Var 0.45 0.29 0.09
## Cumulative Var 0.45 0.74 0.83
## Proportion Explained 0.54 0.34 0.11
## Cumulative Proportion 0.54 0.89 1.00
##
## With factor correlations of
## MR1 MR3 MR2
## MR1 1.00 0.68 0.13
## MR3 0.68 1.00 0.26
## MR2 0.13 0.26 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 3 factors are sufficient.
##
## The degrees of freedom for the null model are 780 and the objective function was 110.45 with Chi Square of 45928.21
## The degrees of freedom for the model are 663 and the objective function was 48.75
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic number of observations is 431 with the empirical chi square 395.68 with prob < 1
## The total number of observations was 431 with MLE Chi Square = 20176.3 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.489
## RMSEA index = 0.267 and the 90 % confidence intervals are 0.258 NA
## BIC = 16154.47
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## MR1 MR3 MR2
## Correlation of scores with factors 1 1 1
## Multiple R square of scores with factors 1 1 1
## Minimum correlation of possible factor scores 1 1 1
| F1 | |
|---|---|
| embarrassed | 1.0820716 |
| guilt | 1.0309219 |
| beliefs | 1.0283961 |
| disrespected | 0.9476156 |
| pride | 0.9156754 |
| morality | 0.8924877 |
| love | 0.8382325 |
| depressed | 0.7991122 |
| emo_recog | 0.7880119 |
| happy | 0.7773658 |
| joy | 0.7584880 |
| personality | 0.7136321 |
| self_restraint | 0.7053528 |
| self_aware | 0.7016795 |
| thoughts | 0.6712255 |
| angry | 0.6482751 |
| desires | 0.6103721 |
| nauseated | 0.6021750 |
| pleasure | 0.5786861 |
| calm | 0.5774913 |
| reasoning | 0.5679234 |
| intentions | 0.5516153 |
| free_will | 0.5487244 |
| safe | 0.5139326 |
| conscious | 0.4916117 |
| tired | 0.4343427 |
| pain | 0.4293049 |
| fear | 0.3971371 |
| hungry | 0.3898447 |
| recognizing | 0.3593701 |
| computations | 0.2845603 |
| goal | 0.2445056 |
| choices | 0.2253831 |
| remembering | 0.2217424 |
| odors | 0.2039732 |
| depth | 0.1125124 |
| communicating | 0.0999231 |
| seeing | 0.0727370 |
| sounds | -0.1274467 |
| temperature | -0.2257676 |
| F2 | |
|---|---|
| temperature | 1.0322391 |
| sounds | 0.9910308 |
| communicating | 0.8377954 |
| seeing | 0.8307419 |
| depth | 0.8168775 |
| remembering | 0.7626609 |
| choices | 0.7444741 |
| odors | 0.6830421 |
| goal | 0.6581319 |
| recognizing | 0.5718535 |
| fear | 0.4237692 |
| reasoning | 0.4116967 |
| tired | 0.3990812 |
| intentions | 0.3794416 |
| conscious | 0.3733057 |
| hungry | 0.3719424 |
| pain | 0.3653555 |
| safe | 0.3518118 |
| free_will | 0.3402245 |
| computations | 0.3271320 |
| pleasure | 0.3234974 |
| desires | 0.2993465 |
| calm | 0.2793205 |
| self_restraint | 0.2663888 |
| angry | 0.2480754 |
| nauseated | 0.2386242 |
| thoughts | 0.2348611 |
| personality | 0.2273632 |
| self_aware | 0.2060758 |
| emo_recog | 0.1519616 |
| joy | 0.1484148 |
| depressed | 0.1136922 |
| happy | 0.1024259 |
| morality | 0.0267690 |
| love | 0.0254947 |
| pride | 0.0230644 |
| disrespected | -0.0333904 |
| guilt | -0.1208072 |
| beliefs | -0.1578255 |
| embarrassed | -0.2090879 |
| F3 | |
|---|---|
| hungry | 0.5567816 |
| pain | 0.5198010 |
| tired | 0.4565798 |
| fear | 0.4439222 |
| pleasure | 0.3357269 |
| calm | 0.3344265 |
| nauseated | 0.3219476 |
| safe | 0.3161502 |
| happy | 0.3053946 |
| joy | 0.2760150 |
| conscious | 0.2548625 |
| desires | 0.2456420 |
| love | 0.2444304 |
| angry | 0.2426271 |
| odors | 0.1761402 |
| personality | 0.1689421 |
| seeing | 0.1641609 |
| thoughts | 0.1613108 |
| free_will | 0.1549054 |
| depressed | 0.1146631 |
| sounds | 0.0944280 |
| temperature | 0.0478709 |
| intentions | 0.0305126 |
| pride | 0.0068753 |
| recognizing | -0.0292999 |
| guilt | -0.0789401 |
| embarrassed | -0.0841611 |
| self_aware | -0.0851286 |
| disrespected | -0.0981185 |
| choices | -0.1141279 |
| communicating | -0.1218180 |
| emo_recog | -0.1416160 |
| depth | -0.1863317 |
| beliefs | -0.2221113 |
| self_restraint | -0.2424921 |
| goal | -0.2553232 |
| remembering | -0.2801699 |
| morality | -0.2855495 |
| reasoning | -0.3291966 |
| computations | -0.8875047 |
## lavaan (0.5-20) converged normally after 60 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 5096.451
## Degrees of freedom 737
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 22441.501
## Degrees of freedom 780
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.799
## Tucker-Lewis Index (TLI) 0.787
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -29668.644
## Loglikelihood unrestricted model (H1) -27120.419
##
## Number of free parameters 83
## Akaike (AIC) 59503.288
## Bayesian (BIC) 59840.775
## Sample-size adjusted Bayesian (BIC) 59577.381
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.117
## 90 Percent Confidence Interval 0.114 0.120
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.089
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## MR1 =~
## embarrassed 1.000
## guilt 1.041 0.057 18.162 0.000
## pride 1.203 0.061 19.711 0.000
## beliefs 0.890 0.056 16.013 0.000
## disrespected 1.022 0.059 17.464 0.000
## love 1.357 0.066 20.644 0.000
## depressed 1.280 0.066 19.401 0.000
## emo_recog 1.038 0.057 18.303 0.000
## morality 0.939 0.057 16.414 0.000
## personality 1.410 0.067 21.193 0.000
## joy 1.476 0.069 21.446 0.000
## happy 1.452 0.069 21.140 0.000
## self_restraint 0.987 0.058 16.929 0.000
## thoughts 1.285 0.066 19.399 0.000
## angry 1.397 0.070 20.045 0.000
## reasoning 0.985 0.062 15.983 0.000
## self_aware 1.089 0.063 17.321 0.000
## nauseated 1.325 0.071 18.683 0.000
## calm 1.295 0.068 19.054 0.000
## intentions 1.181 0.067 17.540 0.000
## MR2 =~
## hungry 1.000
## pain 1.020 0.032 31.985 0.000
## tired 1.035 0.031 33.842 0.000
## fear 1.024 0.031 33.022 0.000
## pleasure 1.005 0.031 31.979 0.000
## free_will 0.804 0.035 23.054 0.000
## safe 0.921 0.032 28.355 0.000
## conscious 0.881 0.036 24.521 0.000
## desires 0.910 0.034 26.861 0.000
## MR3 =~
## temperature 1.000
## seeing 1.309 0.061 21.375 0.000
## sounds 1.123 0.054 20.782 0.000
## depth 1.097 0.060 18.223 0.000
## remembering 1.135 0.058 19.663 0.000
## goal 0.961 0.062 15.569 0.000
## communicating 1.163 0.057 20.330 0.000
## choices 1.179 0.059 19.934 0.000
## odors 1.243 0.061 20.235 0.000
## recognizing 1.180 0.059 19.987 0.000
## computations 0.356 0.065 5.502 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## MR1 ~~
## MR2 2.968 0.259 11.462 0.000
## MR3 1.897 0.182 10.448 0.000
## MR2 ~~
## MR3 2.995 0.263 11.401 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## embarrassed 1.587 0.111 14.249 0.000
## guilt 1.402 0.099 14.151 0.000
## pride 1.243 0.090 13.882 0.000
## beliefs 1.681 0.117 14.357 0.000
## disrespected 1.598 0.112 14.232 0.000
## love 1.183 0.087 13.613 0.000
## depressed 1.536 0.110 13.949 0.000
## emo_recog 1.347 0.095 14.132 0.000
## morality 1.711 0.119 14.327 0.000
## personality 1.049 0.078 13.381 0.000
## joy 1.041 0.079 13.245 0.000
## happy 1.135 0.085 13.406 0.000
## self_restraint 1.686 0.118 14.284 0.000
## thoughts 1.548 0.111 13.950 0.000
## angry 1.519 0.110 13.799 0.000
## reasoning 2.072 0.144 14.359 0.000
## self_aware 1.874 0.132 14.247 0.000
## nauseated 1.995 0.142 14.077 0.000
## calm 1.730 0.123 14.015 0.000
## intentions 2.095 0.147 14.224 0.000
## hungry 1.186 0.090 13.230 0.000
## pain 0.943 0.074 12.782 0.000
## tired 0.730 0.060 12.149 0.000
## fear 0.815 0.065 12.460 0.000
## pleasure 0.918 0.072 12.783 0.000
## free_will 1.844 0.131 14.081 0.000
## safe 1.257 0.093 13.521 0.000
## conscious 1.854 0.133 13.962 0.000
## desires 1.480 0.108 13.721 0.000
## temperature 1.458 0.107 13.598 0.000
## seeing 1.386 0.109 12.723 0.000
## sounds 1.186 0.091 13.001 0.000
## depth 2.009 0.146 13.736 0.000
## remembering 1.578 0.118 13.392 0.000
## goal 2.617 0.185 14.125 0.000
## communicating 1.422 0.108 13.176 0.000
## choices 1.603 0.120 13.309 0.000
## odors 1.659 0.126 13.210 0.000
## recognizing 1.585 0.119 13.293 0.000
## computations 4.180 0.286 14.632 0.000
## MR1 2.254 0.240 9.400 0.000
## MR2 5.114 0.423 12.083 0.000
## MR3 2.529 0.256 9.878 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
## Loading required package: proto
## lavaan (0.5-20) converged normally after 50 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 699.397
## Degrees of freedom 101
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 7057.942
## Degrees of freedom 120
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.914
## Tucker-Lewis Index (TLI) 0.898
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -12281.509
## Loglikelihood unrestricted model (H1) -11931.810
##
## Number of free parameters 35
## Akaike (AIC) 24633.017
## Bayesian (BIC) 24775.331
## Sample-size adjusted Bayesian (BIC) 24664.261
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.117
## 90 Percent Confidence Interval 0.109 0.126
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.057
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## affect =~
## happy 1.000
## depressed 0.808 0.034 23.676 0.000
## fear 0.943 0.034 27.927 0.000
## angry 0.946 0.032 29.776 0.000
## calm 0.913 0.031 29.827 0.000
## joy 1.008 0.028 35.957 0.000
## perception =~
## sounds 1.000
## seeing 1.177 0.045 26.103 0.000
## temperature 0.905 0.041 22.316 0.000
## odors 1.114 0.046 24.067 0.000
## depth 0.939 0.048 19.465 0.000
## autonomy =~
## free_will 1.000
## choices 1.023 0.046 22.189 0.000
## self_restraint 0.758 0.044 17.403 0.000
## intentions 1.028 0.047 21.949 0.000
## goal 0.856 0.049 17.385 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## affect ~~
## perception 3.186 0.277 11.511 0.000
## autonomy 3.677 0.309 11.906 0.000
## perception ~~
## autonomy 2.902 0.254 11.409 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## happy 0.802 0.072 11.064 0.000
## depressed 1.909 0.139 13.704 0.000
## fear 1.655 0.126 13.141 0.000
## angry 1.372 0.107 12.808 0.000
## calm 1.273 0.099 12.797 0.000
## joy 0.788 0.072 10.942 0.000
## sounds 1.061 0.091 11.677 0.000
## seeing 1.128 0.105 10.761 0.000
## temperature 1.275 0.101 12.648 0.000
## odors 1.455 0.122 11.971 0.000
## depth 2.126 0.159 13.375 0.000
## free_will 1.541 0.127 12.135 0.000
## choices 1.348 0.116 11.625 0.000
## self_restraint 1.810 0.135 13.449 0.000
## intentions 1.431 0.122 11.778 0.000
## goal 2.311 0.172 13.453 0.000
## affect 5.084 0.400 12.708 0.000
## perception 3.313 0.294 11.259 0.000
## autonomy 3.605 0.342 10.540 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
## lavaan (0.5-20) converged normally after 42 iterations
##
## Number of observations 431
##
## Estimator ML
## Minimum Function Test Statistic 1653.966
## Degrees of freedom 134
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 8749.306
## Degrees of freedom 153
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.823
## Tucker-Lewis Index (TLI) 0.798
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -13782.271
## Loglikelihood unrestricted model (H1) -12955.288
##
## Number of free parameters 37
## Akaike (AIC) 27638.543
## Bayesian (BIC) 27788.989
## Sample-size adjusted Bayesian (BIC) 27671.572
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.162
## 90 Percent Confidence Interval 0.155 0.169
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.083
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err Z-value P(>|z|)
## experience =~
## hungry 1.000
## fear 1.047 0.044 23.972 0.000
## pain 1.030 0.045 23.047 0.000
## pleasure 1.098 0.041 26.543 0.000
## angry 1.020 0.043 23.796 0.000
## desires 1.013 0.042 24.228 0.000
## personality 0.997 0.041 24.245 0.000
## conscious 0.955 0.044 21.559 0.000
## pride 0.771 0.041 18.909 0.000
## embarrassed 0.595 0.040 14.786 0.000
## joy 1.056 0.042 25.189 0.000
## agency =~
## self_restraint 1.000
## morality 0.913 0.055 16.657 0.000
## remembering 1.099 0.062 17.798 0.000
## emo_recog 0.996 0.054 18.371 0.000
## goal 1.016 0.064 15.872 0.000
## communicating 1.076 0.062 17.297 0.000
## thoughts 1.227 0.063 19.419 0.000
##
## Covariances:
## Estimate Std.Err Z-value P(>|z|)
## experience ~~
## agency 2.862 0.256 11.199 0.000
##
## Variances:
## Estimate Std.Err Z-value P(>|z|)
## hungry 1.922 0.140 13.774 0.000
## fear 1.381 0.104 13.296 0.000
## pain 1.615 0.119 13.535 0.000
## pleasure 0.807 0.067 12.065 0.000
## angry 1.362 0.102 13.346 0.000
## desires 1.223 0.093 13.217 0.000
## personality 1.181 0.089 13.211 0.000
## conscious 1.837 0.133 13.817 0.000
## pride 1.904 0.135 14.137 0.000
## embarrassed 2.291 0.159 14.411 0.000
## joy 1.069 0.083 12.856 0.000
## self_restraint 1.453 0.113 12.888 0.000
## morality 1.672 0.125 13.387 0.000
## remembering 1.896 0.146 13.022 0.000
## emo_recog 1.366 0.107 12.790 0.000
## goal 2.442 0.180 13.584 0.000
## communicating 2.029 0.154 13.196 0.000
## thoughts 1.612 0.132 12.242 0.000
## experience 4.377 0.411 10.638 0.000
## agency 2.430 0.251 9.675 0.000
## Warning in lav_data_full(data = data, group = group, group.label =
## group.label, : lavaan WARNING: unordered factor(s) with more than 2 levels
## detected in data: subid
## Warning in lav_partable_check(lavpartable, categorical = categorical, warn
## = TRUE): lavaan WARNING: parameter table does not contain thresholds
# compare models (iff continuous and ML)
customVuong(d4_all_fitDD, d4_all_fitWDM, d4_all_fitGGW)
## $mod1_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 79.858, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -93.720, p = 1
## H1B: Model 2 fits better than Model 1
## z = -93.720, p = < 2.2e-16
##
## $mod1_v_mod3
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 66.793, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -93.631, p = 1
## H1B: Model 2 fits better than Model 1
## z = -93.631, p = < 2.2e-16
##
## $mod3_v_mod2
##
## Model 1
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
## Model 2
## Class: lavaan
## Call: lavaan::lavaan(model = model, data = d, model.type = "cfa", int.ov.free = TRUE,
##
##
## Variance test
## H0: Model 1 and Model 2 are indistinguishable
## H1: Model 1 and Model 2 are distinguishable
## w2 = 16.197, p = <2e-16
##
## Non-nested likelihood ratio test
## H0: Model fits are equal for the focal population
## H1A: Model 1 fits better than Model 2
## z = -17.962, p = 1
## H1B: Model 2 fits better than Model 1
## z = -17.962, p = < 2.2e-16
##
## $winner
## [1] "WDM"